301 lines
3.3 MiB
301 lines
3.3 MiB
{"pair_id": "DPO_DEV_TP_00000_pair", "episode_id": "DPO_DEV_TP_00000", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-07-09T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-09T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-09T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00001_pair", "episode_id": "DPO_DEV_TP_00001", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 59\n\n## 跨天活动摘要\n- 2026-08-22: living_room=49, entrance=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n- 2026-08-23: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n- 2026-08-24: living_room=117, master_bedroom=232, kids_room=231, entrance=226, dining_room=224, master_bathroom=52\n\n## 设备事件日志\n[2026-08-22T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-22T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-22T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-22T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-22T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-22T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-22T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-22T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-22T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-22T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-22T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-22T12:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-22T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-22T13:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-22T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-23T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-23T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-23T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-23T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-23T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-23T13:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-23T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-23T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-23T13:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T13:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-23T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-23T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-24T07:45:27] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-24T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-24T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-24T12:15:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T12:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T12:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T12:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T12:44:13] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T12:45:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-24T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-24T13:05:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T13:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00002_pair", "episode_id": "DPO_DEV_TP_00002", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 111\n\n## 跨天活动摘要\n- 2026-08-07: living_room=112, master_bedroom=233, kids_room=231, entrance=230, dining_room=223, master_bathroom=55\n- 2026-08-08: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n- 2026-08-09: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n\n## 设备事件日志\n[2026-08-07T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-07T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-07T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-07T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-07T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-07T07:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-07T07:26:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-07T07:32:05] kitchen_light | OnOff.OnOff = False\n[2026-08-07T07:32:20] front_door_lock | DoorLock.LockState = 2\n[2026-08-07T07:32:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-07T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-07T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-07T07:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-07T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-07T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-07T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-07T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T08:02:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-07T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-07T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-07T08:11:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-07T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-07T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-07T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-07T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T08:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-07T08:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-07T08:42:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-07T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-07T08:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-07T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-07T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-07T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-07T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-07T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-07T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-07T12:11:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-07T12:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-07T12:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-07T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T12:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-07T12:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-07T12:42:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-07T12:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-07T12:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-07T13:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-07T13:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-07T13:08:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-07T13:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-07T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-07T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-07T13:31:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-07T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-07T13:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-07T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-07T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-07T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-07T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-07T18:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-07T22:18:17] front_door_lock | DoorLock.LockState = 1\n[2026-08-08T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-08T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-08T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T12:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-08T12:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-08T12:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-08T12:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-08T12:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-08T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T12:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-08T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-08T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-08T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-08T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-08T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-08T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-08T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-08T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-08T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-08T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-08T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T13:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T13:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-08T13:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-08T13:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-08T13:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-08T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-08T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-08T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00003_pair", "episode_id": "DPO_DEV_TP_00003", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 68\n\n## 跨天活动摘要\n- 2026-07-06: living_room=117, master_bedroom=232, kids_room=231, entrance=227, dining_room=224, master_bathroom=52\n- 2026-07-07: living_room=111, master_bedroom=231, kids_room=229, entrance=226, dining_room=219, master_bathroom=60\n- 2026-07-08: living_room=113, entrance=231, master_bedroom=227, kids_room=227, master_bathroom=225, dining_room=218\n\n## 设备事件日志\n[2026-07-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-06T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-06T07:44:13] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:45:07] kitchen_light | OnOff.OnOff = False\n[2026-07-06T07:45:34] front_door_contact | BooleanState.StateValue = True\n[2026-07-06T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-06T08:00:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-06T08:05:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-06T08:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:27:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T08:44:13] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T08:47:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-06T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-06T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-06T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-06T12:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:25:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-06T12:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:45:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:50:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:10:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-06T13:30:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:35:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-06T16:19:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-07T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-07T12:17:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-07T12:38:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:46:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:02:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-07T13:28:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-07T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-08T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-08T12:17:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-08T12:43:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:47:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T13:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00004_pair", "episode_id": "DPO_DEV_TP_00004", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 122\n\n## 跨天活动摘要\n- 2026-08-26: entrance=226, master_bedroom=231, living_room=113, second_bedroom=48, bathroom=48, kitchen=12\n\n## 设备事件日志\n[2026-08-26T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-26T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-26T00:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-26T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-26T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-26T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-26T00:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-26T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-26T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-26T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-26T00:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-26T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-26T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-26T00:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-26T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-26T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-26T00:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-26T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-08-26T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-26T01:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-26T01:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-26T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-26T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-26T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-26T01:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-26T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-26T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-26T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-26T01:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-26T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-26T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-26T01:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-26T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-26T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-26T01:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-26T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-26T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-26T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-26T01:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-26T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-26T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-26T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-26T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-26T01:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-26T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-26T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-26T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-26T01:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-26T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-26T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-26T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-26T01:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-26T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-26T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-26T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-26T01:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-26T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-26T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-26T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-26T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-26T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-26T01:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-26T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-26T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-26T02:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-26T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-26T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-26T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-26T02:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-26T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-26T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-26T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-26T02:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-26T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-26T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-26T02:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-26T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-26T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T07:08:07] kitchen_light | OnOff.OnOff = True\n[2026-08-26T07:50:07] kitchen_light | OnOff.OnOff = False\n[2026-08-26T07:50:25] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-26T07:50:25] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T07:50:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-26T07:50:29] front_door_lock | DoorLock.LockState = 1\n[2026-08-26T08:06:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T11:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T14:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T16:33:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-26T16:33:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T17:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:01:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-26T18:01:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T18:39:00] kitchen_light | OnOff.OnOff = True\n[2026-08-26T20:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:40:16] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-26T22:40:16] front_door_lock | DoorLock.LockState = 1\n[2026-08-26T23:30:05] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T23:50:05] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00005_pair", "episode_id": "DPO_DEV_TP_00005", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 50\n\n## 跨天活动摘要\n- 2026-08-28: living_room=110, entrance=234, bathroom=54, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-08-29: living_room=196, bathroom=54, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14\n- 2026-08-30: living_room=195, bathroom=59, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14\n\n## 设备事件日志\n[2026-08-28T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-28T07:12:12] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-28T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-28T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-28T07:27:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-28T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-28T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-28T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-28T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T13:02:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T13:22:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-28T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-28T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-28T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-28T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-28T18:23:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-29T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-29T11:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-29T12:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-29T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-29T12:48:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-29T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T13:02:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T13:06:58] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-29T13:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-29T14:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-30T10:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-30T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-30T11:52:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-30T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-30T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-30T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-30T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-30T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-30T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00006_pair", "episode_id": "DPO_DEV_TP_00006", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 33\n\n## 设备事件日志\n[2026-07-29T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-29T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T04:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T06:47:15] kitchen_light | OnOff.OnOff = True\n[2026-07-29T07:15:00] kitchen_light | OnOff.OnOff = False\n[2026-07-29T07:15:20] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-29T07:15:20] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T07:15:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-29T07:15:26] front_door_lock | DoorLock.LockState = 1\n[2026-07-29T07:45:37] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T12:45:37] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T17:45:37] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T18:29:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-29T18:29:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T19:11:00] kitchen_light | OnOff.OnOff = True\n[2026-07-29T21:47:35] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-29T21:47:35] front_door_lock | DoorLock.LockState = 1\n[2026-07-29T21:52:15] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T22:42:15] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T23:43:11] bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00007_pair", "episode_id": "DPO_DEV_TP_00007", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 124\n\n## 跨天活动摘要\n- 2026-08-07: living_room=210, bedroom=243, kitchen=239, entrance=231, bathroom=61\n- 2026-08-08: living_room=210, bedroom=242, kitchen=239, entrance=231, bathroom=63\n- 2026-08-09: living_room=211, bedroom=240, kitchen=240, entrance=230, bathroom=60\n\n## 设备事件日志\n[2026-08-07T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-07T06:57:02] front_door_lock | DoorLock.LockState = 2\n[2026-08-07T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-07T07:17:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-07T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-07T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-07T07:33:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-07T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-07T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-07T07:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:53:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:57:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-07T08:04:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-07T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-07T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-07T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-07T08:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:32:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-07T08:32:07] living_room_light | OnOff.OnOff = True\n[2026-08-07T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-07T08:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-07T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-07T08:53:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-07T09:22:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-07T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-07T11:32:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-07T11:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-07T12:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-07T12:23:00] living_room_light | OnOff.OnOff = False\n[2026-08-07T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-07T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-07T12:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-07T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-07T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-07T12:53:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:04:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-07T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-07T13:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-07T13:28:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:32:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-07T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-07T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-07T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-07T14:04:18] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-07T14:29:18] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-08T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-08T11:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T11:57:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-08T12:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-08T12:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:27:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-08T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-08T12:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-08T12:53:06] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:57:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-08T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-08T13:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-08T13:28:06] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:30:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-08T13:42:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-08T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-08T14:02:15] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-08T14:27:15] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-09T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-09T11:30:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-09T11:55:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-09T12:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-09T12:20:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-09T12:27:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-09T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-09T12:40:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-09T12:52:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:05:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n\n## 任务\n请从下面 3 天的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00008_pair", "episode_id": "DPO_DEV_TP_00008", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 51\n\n## 跨天活动摘要\n- 2026-08-07: living_room=210, bedroom=242, kitchen=239, entrance=232, bathroom=63\n- 2026-08-08: living_room=211, bedroom=240, kitchen=240, entrance=230, bathroom=60\n- 2026-08-09: living_room=210, bedroom=243, kitchen=240, entrance=230, bathroom=60\n\n## 设备事件日志\n[2026-08-07T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-07T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-07T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-07T07:50:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:59:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:00:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-07T08:14:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-07T08:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T09:07:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-07T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-07T11:52:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-07T12:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T12:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-07T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-07T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-07T13:52:15] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-08T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-08T11:45:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-08T12:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-08T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-08T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-08T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-08T12:52:14] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T12:57:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:17:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:25:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T13:50:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-08T14:20:11] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T06:56:17] front_door_lock | DoorLock.LockState = 1\n[2026-08-09T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-09T12:01:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:37:07] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:41:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:56:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:16:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:46:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00009_pair", "episode_id": "DPO_DEV_TP_00009", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 47\n\n## 跨天活动摘要\n- 2026-07-24: living_room=113, bedroom=65, bathroom=55, entrance=15, kitchen=8\n- 2026-07-25: living_room=196, bedroom=208, bathroom=54, kitchen=14, entrance=3\n- 2026-07-26: living_room=195, bedroom=208, bathroom=56, kitchen=14, entrance=3\n\n## 设备事件日志\n[2026-07-24T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-24T07:19:17] front_door_lock | DoorLock.LockState = 2\n[2026-07-24T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-24T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-24T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-24T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-24T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-24T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-24T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-24T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-24T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-24T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-24T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T12:28:19] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T12:37:18] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-24T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-24T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-24T18:06:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-25T11:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T11:51:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T12:11:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T12:29:32] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T12:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-25T12:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T12:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-25T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-25T13:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T13:46:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T14:06:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T14:26:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-26T12:24:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T12:26:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-26T12:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T12:44:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00010_pair", "episode_id": "DPO_DEV_TP_00010", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 131\n\n## 跨天活动摘要\n- 2026-07-12: living_room=49, entrance=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n- 2026-07-13: living_room=114, master_bedroom=231, kids_room=230, entrance=228, dining_room=218, master_bathroom=57\n- 2026-07-14: living_room=113, master_bedroom=231, entrance=228, kids_room=227, dining_room=223, master_bathroom=223\n\n## 设备事件日志\n[2026-07-12T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-12T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-12T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-12T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-12T07:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-12T07:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-12T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-12T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T08:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-12T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-12T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-12T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-12T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-12T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-12T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-12T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-12T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-12T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-12T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-12T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-12T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-12T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-12T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-12T12:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-12T12:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-12T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T12:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-12T12:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-12T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-12T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-12T13:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-12T13:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-12T13:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-12T13:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-12T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-12T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-12T13:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T13:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-12T13:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-12T13:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-12T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-12T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-13T07:38:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-13T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-13T12:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-13T12:13:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:15:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-13T12:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-13T12:28:45] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T12:33:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:35:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-13T12:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-13T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-13T12:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-13T12:58:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-13T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-13T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-13T13:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-13T13:18:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:20:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-13T13:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-13T13:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-13T13:38:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:40:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-13T13:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-13T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-13T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T21:46:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-14T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-14T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-14T12:11:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-14T12:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-14T12:22:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-14T12:27:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-14T12:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-14T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-14T12:43:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:46:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-14T12:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-14T12:57:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-14T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-14T13:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-14T13:12:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-14T13:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:21:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-14T13:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-14T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-14T13:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-14T13:42:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-14T13:47:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-14T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-14T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请从下面 3 天的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00011_pair", "episode_id": "DPO_DEV_TP_00011", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-07-17T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-17T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-17T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00012_pair", "episode_id": "DPO_DEV_TP_00012", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 131\n\n## 跨天活动摘要\n- 2026-08-04: living_room=115, bedroom=65, bathroom=55, entrance=15, kitchen=8\n- 2026-08-05: living_room=115, bedroom=64, bathroom=53, entrance=14, kitchen=8\n- 2026-08-06: living_room=110, bedroom=63, bathroom=54, entrance=14, kitchen=8\n\n## 设备事件日志\n[2026-08-04T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-04T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-04T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-04T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-04T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-04T07:10:13] front_door_lock | DoorLock.LockState = 2\n[2026-08-04T07:10:17] front_door_lock | DoorLock.LockState = 1\n[2026-08-04T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-04T07:18:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-04T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-04T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-04T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-04T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:38:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-04T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-04T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-04T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-04T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-04T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-04T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-04T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-04T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-04T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-04T08:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-04T08:18:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-04T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-04T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-04T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-04T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-04T08:38:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-04T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-04T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-04T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-04T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-04T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-04T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-04T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-04T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-04T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-04T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-04T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-04T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-04T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-04T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-04T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-04T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-04T12:18:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-04T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-04T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-04T12:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-04T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-04T12:38:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-04T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-04T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-04T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-04T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-04T12:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-04T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-04T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-04T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-04T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-04T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-04T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-04T13:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-04T13:18:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T13:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-04T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-04T13:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-04T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-04T13:38:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T13:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-04T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-04T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-04T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-04T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-04T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-04T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-04T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-04T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-04T22:05:40] front_door_lock | DoorLock.LockState = 1\n[2026-08-05T07:33:27] front_door_lock | DoorLock.LockState = 1\n[2026-08-05T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-05T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-05T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-05T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-05T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-05T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-05T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-05T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-05T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-05T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-05T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-05T12:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-05T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T12:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-05T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-05T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-05T12:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-05T12:45:29] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-05T12:50:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T12:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-05T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-05T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-05T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-05T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-05T13:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-05T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-05T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-05T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-05T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-05T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-05T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-06T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00013_pair", "episode_id": "DPO_DEV_TP_00013", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 59\n\n## 跨天活动摘要\n- 2026-08-20: living_room=115, bedroom=64, bathroom=53, entrance=15, kitchen=8\n- 2026-08-21: living_room=110, bedroom=63, bathroom=54, entrance=14, kitchen=8\n- 2026-08-22: living_room=195, bedroom=210, bathroom=56, kitchen=14, entrance=3\n\n## 设备事件日志\n[2026-08-20T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-20T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-20T07:33:22] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-20T07:33:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-20T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-20T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-20T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-20T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-20T08:15:29] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T08:20:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-20T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-20T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-20T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-20T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-20T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-20T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-20T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-20T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-20T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T13:15:29] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T13:20:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-20T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-20T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-20T18:01:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-21T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-21T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-21T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-21T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-21T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T13:16:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-21T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-21T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-21T22:08:32] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-22T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-22T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-22T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-22T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-22T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-22T12:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T12:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-22T12:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-22T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-22T12:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T13:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T13:13:35] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-22T13:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00014_pair", "episode_id": "DPO_DEV_TP_00014", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 124\n\n## 跨天活动摘要\n- 2026-07-13: living_room=117, entrance=231, master_bedroom=229, kids_room=227, dining_room=219, master_bathroom=60\n- 2026-07-14: living_room=112, master_bedroom=232, kids_room=228, entrance=227, dining_room=221, master_bathroom=52\n- 2026-07-15: living_room=113, master_bedroom=231, entrance=229, kids_room=227, dining_room=218, master_bathroom=56\n\n## 设备事件日志\n[2026-07-13T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-13T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-13T07:16:09] kitchen_light | OnOff.OnOff = False\n[2026-07-13T07:16:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-13T07:21:18] dining_room_light | OnOff.OnOff = True\n[2026-07-13T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-13T07:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-13T07:36:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-13T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-13T07:48:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-13T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-13T08:01:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-13T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-13T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T08:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:16:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-13T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-13T08:36:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-13T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-13T08:48:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-13T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-13T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-13T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-13T12:11:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-13T12:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-13T12:23:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-13T12:36:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-13T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-13T12:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-13T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-13T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:01:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-13T13:08:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:11:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-13T13:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-13T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-13T13:33:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:36:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-13T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-13T13:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-13T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-13T15:56:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-14T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-14T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-14T12:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-14T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-14T12:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-14T12:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-14T12:29:36] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T12:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-14T12:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-14T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-14T12:54:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T12:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-14T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-14T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-14T13:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-14T13:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-14T13:29:36] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T13:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-14T13:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-14T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-14T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-14T22:47:32] front_door_lock | DoorLock.LockState = 1\n[2026-07-15T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-15T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T12:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-15T12:19:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T12:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-15T12:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-15T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-15T12:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-15T12:42:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:46:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-15T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-15T12:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-15T13:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-15T13:19:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T13:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-15T13:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-15T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-15T13:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-15T13:42:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:46:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-15T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-15T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00015_pair", "episode_id": "DPO_DEV_TP_00015", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 118\n\n## 跨天活动摘要\n- 2026-08-24: entrance=232, living_room=111, bathroom=57, master_bedroom=49, second_bedroom=48, kitchen=9\n\n## 设备事件日志\n[2026-08-24T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-24T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-24T00:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-24T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-24T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-24T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-24T00:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-24T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-24T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-24T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-24T00:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-24T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-24T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-24T00:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-24T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-24T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-24T00:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-24T00:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-24T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-24T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-24T01:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-24T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-24T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-24T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-24T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-24T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-24T01:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-24T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-24T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-24T01:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-24T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-24T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-24T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-24T01:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-24T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-24T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-24T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-24T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-24T01:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-24T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-24T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-24T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-24T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-24T01:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-24T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-24T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-24T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-24T01:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-24T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-24T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-24T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-24T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-24T01:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-24T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-24T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-24T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-24T01:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-24T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-24T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-24T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-24T01:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-24T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-24T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-24T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-24T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-24T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-24T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-24T02:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-24T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-24T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-24T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-24T02:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-24T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-24T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-24T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-24T02:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-24T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-24T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T03:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T07:11:08] kitchen_light | OnOff.OnOff = True\n[2026-08-24T07:18:00] kitchen_light | OnOff.OnOff = False\n[2026-08-24T07:18:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-24T07:18:16] front_door_lock | DoorLock.LockState = 2\n[2026-08-24T07:18:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-24T07:18:25] front_door_lock | DoorLock.LockState = 1\n[2026-08-24T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T18:17:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-24T18:17:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-24T18:56:00] kitchen_light | OnOff.OnOff = True\n[2026-08-24T19:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T22:00:43] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-24T22:00:43] front_door_lock | DoorLock.LockState = 1\n[2026-08-24T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00016_pair", "episode_id": "DPO_DEV_TP_00016", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 57\n\n## 跨天活动摘要\n- 2026-07-09: living_room=209, bedroom=242, kitchen=238, entrance=231, bathroom=61\n- 2026-07-10: living_room=209, bedroom=240, kitchen=239, entrance=231, bathroom=65\n- 2026-07-11: living_room=211, bedroom=241, kitchen=240, entrance=230, bathroom=60\n\n## 设备事件日志\n[2026-07-09T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:59:06] front_door_lock | DoorLock.LockState = 2\n[2026-07-09T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-09T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-09T07:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:56:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-09T08:07:58] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T08:14:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-09T08:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:41:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-09T09:13:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-09T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-09T11:58:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-09T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-09T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-09T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-09T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-09T12:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T12:40:07] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-09T12:45:05] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T13:05:05] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T13:10:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T13:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-09T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-09T15:31:11] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:35:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-10T12:10:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:19:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:35:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T13:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-10T14:12:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-11T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-11T11:54:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-11T12:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T12:28:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-11T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-11T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-11T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-11T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-11T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-11T13:29:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00017_pair", "episode_id": "DPO_DEV_TP_00017", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 69\n\n## 跨天活动摘要\n- 2026-07-06: living_room=115, kids_room=233, entrance=232, master_bedroom=227, dining_room=223, master_bathroom=55\n- 2026-07-07: living_room=113, kids_room=232, master_bedroom=231, entrance=229, dining_room=223, master_bathroom=55\n- 2026-07-08: living_room=116, master_bedroom=233, entrance=230, kids_room=227, dining_room=219, master_bathroom=56\n\n## 设备事件日志\n[2026-07-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:18:32] front_door_lock | DoorLock.LockState = 1\n[2026-07-06T07:23:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T07:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-06T07:43:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T07:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:04:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-06T08:08:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-06T08:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-06T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-06T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-06T12:24:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:28:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:44:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:48:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T12:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-06T13:09:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:13:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:33:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T13:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-06T16:31:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-07T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-07T12:18:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:21:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:38:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T12:46:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:06:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-07T13:24:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:28:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-07T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-08T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-08T12:17:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:20:11] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T12:32:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:37:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-08T12:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T13:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00018_pair", "episode_id": "DPO_DEV_TP_00018", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 122\n\n## 跨天活动摘要\n- 2026-07-15: living_room=113, kids_room=232, master_bedroom=231, entrance=230, dining_room=223, master_bathroom=55\n- 2026-07-16: living_room=116, master_bedroom=233, entrance=230, kids_room=227, dining_room=219, master_bathroom=56\n- 2026-07-17: living_room=116, kids_room=231, master_bedroom=230, entrance=227, dining_room=223, master_bathroom=54\n\n## 设备事件日志\n[2026-07-15T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-15T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-15T07:19:07] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-15T07:26:19] kids_room_light | OnOff.OnOff = False\n[2026-07-15T07:26:35] front_door_contact | BooleanState.StateValue = True\n[2026-07-15T07:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:36:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-15T07:43:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-15T07:49:07] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-15T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-15T08:03:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-15T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-15T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-15T08:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-15T08:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-15T08:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-15T08:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:41:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-15T08:48:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-15T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-15T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-15T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-15T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-15T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-15T12:13:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-15T12:19:07] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T12:21:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-15T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-15T12:33:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-15T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-15T12:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-15T12:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-15T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-15T13:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-15T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-15T13:09:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:11:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-15T13:18:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-15T13:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-15T13:31:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-15T13:38:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-15T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-15T13:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T13:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-15T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-15T16:29:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-16T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-16T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-16T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-16T12:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-16T12:17:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-16T12:23:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-16T12:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-16T12:37:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-16T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-16T12:47:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-16T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-16T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-16T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:07:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-16T13:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-16T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T13:33:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-16T13:42:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-16T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-16T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-16T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-16T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-17T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-17T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-17T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-17T12:17:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-17T12:24:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-17T12:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-17T12:38:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-17T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00019_pair", "episode_id": "DPO_DEV_TP_00019", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-08-16T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-16T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-16T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00020_pair", "episode_id": "DPO_DEV_TP_00020", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 32\n\n## 设备事件日志\n[2026-08-24T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-24T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-24T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T04:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T06:50:15] kitchen_light | OnOff.OnOff = True\n[2026-08-24T07:14:00] kitchen_light | OnOff.OnOff = False\n[2026-08-24T07:14:18] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-24T07:14:18] front_door_lock | DoorLock.LockState = 2\n[2026-08-24T07:14:22] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-24T07:14:22] front_door_lock | DoorLock.LockState = 1\n[2026-08-24T07:25:25] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T12:25:25] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T17:25:25] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T18:20:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-24T18:20:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-24T19:10:00] kitchen_light | OnOff.OnOff = True\n[2026-08-24T22:04:17] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:04:35] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-24T22:04:35] front_door_lock | DoorLock.LockState = 1\n[2026-08-24T23:40:38] bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00021_pair", "episode_id": "DPO_DEV_TP_00021", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 119\n\n## 跨天活动摘要\n- 2026-08-10: living_room=209, bedroom=243, kitchen=239, entrance=231, bathroom=59\n- 2026-08-11: living_room=210, bedroom=242, kitchen=239, entrance=230, bathroom=59\n- 2026-08-12: living_room=209, bedroom=241, kitchen=238, entrance=231, bathroom=65\n\n## 设备事件日志\n[2026-08-10T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-10T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T07:06:12] front_door_lock | DoorLock.LockState = 1\n[2026-08-10T07:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-10T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-10T07:28:15] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-10T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-10T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-10T07:47:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T07:51:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T07:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-10T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-10T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-10T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-10T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-10T08:27:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-10T08:39:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-10T08:39:16] living_room_light | OnOff.OnOff = True\n[2026-08-10T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-10T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-10T08:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T08:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T09:09:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-10T09:34:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-10T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-10T11:44:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-10T12:09:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:14:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-10T12:22:06] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-10T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-10T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-10T12:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:42:06] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-10T12:49:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:54:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-10T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-10T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-10T13:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T13:17:06] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T13:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-10T13:24:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T13:28:15] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T13:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-10T13:39:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T13:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-10T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-10T13:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T13:54:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-10T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-10T14:26:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-11T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-11T11:33:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-11T11:58:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-11T12:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-11T12:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:26:00] living_room_light | OnOff.OnOff = False\n[2026-08-11T12:31:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-11T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-11T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-11T12:53:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T13:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-11T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T13:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-11T13:13:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T13:16:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-11T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-11T13:28:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T13:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-11T13:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-11T13:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T13:53:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-11T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-11T14:27:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-12T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-12T11:30:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-12T11:55:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-12T12:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-12T12:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T12:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-12T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-12T12:35:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T12:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-12T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-12T12:55:02] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-12T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-12T13:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00022_pair", "episode_id": "DPO_DEV_TP_00022", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 124\n\n## 跨天活动摘要\n- 2026-07-31: entrance=229, master_bedroom=232, kids_room=231, dining_room=222, living_room=111, master_bathroom=56\n\n## 设备事件日志\n[2026-07-31T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-31T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-31T00:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-31T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-31T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-31T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-31T00:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-31T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-31T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-31T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-31T00:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-31T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-31T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-31T00:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-31T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-31T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-31T00:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-31T00:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-31T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-31T01:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-31T01:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-31T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-31T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-31T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-31T01:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-31T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-31T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-31T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-31T01:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-31T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-31T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-31T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-31T01:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-31T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-31T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-31T01:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-31T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-31T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-31T01:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-31T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-31T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-31T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-31T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-31T01:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-31T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-31T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-31T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-31T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-31T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-31T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-31T01:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-31T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-31T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-31T01:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-31T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-31T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-31T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-31T01:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-31T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-31T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-31T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-31T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-31T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-31T02:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-31T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-31T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-31T02:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-31T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-31T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-31T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-31T02:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-31T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-31T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-31T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-31T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:04:03] kitchen_light | OnOff.OnOff = True\n[2026-07-31T07:33:02] kitchen_light | OnOff.OnOff = False\n[2026-07-31T07:33:15] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-31T07:33:15] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T07:33:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-31T07:33:25] front_door_lock | DoorLock.LockState = 1\n[2026-07-31T08:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T14:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T16:33:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-31T16:33:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T17:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T18:11:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-31T18:11:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T18:11:00] kitchen_light | OnOff.OnOff = True\n[2026-07-31T20:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T22:25:30] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-31T22:25:30] front_door_lock | DoorLock.LockState = 1\n[2026-07-31T23:50:15] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00023_pair", "episode_id": "DPO_DEV_TP_00023", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-07-21T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-21T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-21T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00024_pair", "episode_id": "DPO_DEV_TP_00024", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 35\n\n## 设备事件日志\n[2026-08-29T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-29T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-29T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T06:02:03] kitchen_light | OnOff.OnOff = True\n[2026-08-29T06:51:00] kitchen_light | OnOff.OnOff = False\n[2026-08-29T06:51:05] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-29T06:51:05] front_door_lock | DoorLock.LockState = 2\n[2026-08-29T06:51:14] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-29T06:51:14] front_door_lock | DoorLock.LockState = 1\n[2026-08-29T07:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T08:28:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-29T08:28:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-29T10:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T10:59:00] kitchen_light | OnOff.OnOff = True\n[2026-08-29T14:08:02] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00025_pair", "episode_id": "DPO_DEV_TP_00025", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 124\n\n## 跨天活动摘要\n- 2026-08-17: entrance=226, master_bedroom=233, kids_room=232, dining_room=221, living_room=113, master_bathroom=57\n\n## 设备事件日志\n[2026-08-17T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-17T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-17T00:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-17T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-17T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-17T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-17T00:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-17T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-17T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-17T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-17T00:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-17T00:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-17T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-17T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-17T00:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-17T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-17T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-17T00:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-17T00:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-17T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-17T01:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-17T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-17T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-17T01:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-17T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-17T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-17T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-17T01:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-17T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-17T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-17T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-17T01:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-17T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-17T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-17T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-17T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-17T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-17T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-17T01:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-17T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-17T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-17T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-17T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-17T01:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-17T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-17T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-17T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-17T01:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-17T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-17T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-17T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-17T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-17T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-17T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-17T01:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-17T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-17T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-17T01:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-17T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-17T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-17T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-17T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-17T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-17T02:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-17T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-17T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-17T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-17T02:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-17T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-17T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-17T02:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-17T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-17T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-17T02:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-17T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-17T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:59:06] kitchen_light | OnOff.OnOff = True\n[2026-08-17T07:48:06] kitchen_light | OnOff.OnOff = False\n[2026-08-17T07:48:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-17T07:48:19] front_door_lock | DoorLock.LockState = 2\n[2026-08-17T07:48:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-17T07:48:29] front_door_lock | DoorLock.LockState = 1\n[2026-08-17T08:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T14:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T16:07:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-17T16:07:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-17T17:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T18:02:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-17T18:02:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-17T18:10:00] kitchen_light | OnOff.OnOff = True\n[2026-08-17T20:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T22:28:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-17T22:28:23] front_door_lock | DoorLock.LockState = 1\n[2026-08-17T23:53:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00026_pair", "episode_id": "DPO_DEV_TP_00026", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 35\n\n## 设备事件日志\n[2026-08-18T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-18T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T05:56:03] kitchen_light | OnOff.OnOff = True\n[2026-08-18T07:07:00] kitchen_light | OnOff.OnOff = False\n[2026-08-18T07:07:03] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-18T07:07:03] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T07:07:09] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-18T07:07:09] front_door_lock | DoorLock.LockState = 1\n[2026-08-18T07:45:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T08:35:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-18T08:35:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T10:51:00] kitchen_light | OnOff.OnOff = True\n[2026-08-18T10:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T14:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00027_pair", "episode_id": "DPO_DEV_TP_00027", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 124\n\n## 跨天活动摘要\n- 2026-07-15: entrance=231, master_bedroom=230, kids_room=230, dining_room=218, living_room=113, master_bathroom=58\n\n## 设备事件日志\n[2026-07-15T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-15T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-15T00:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-15T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-15T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-15T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-15T00:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-15T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-15T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-15T00:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-15T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-15T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-15T00:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-15T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-15T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-15T00:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-15T00:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-15T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-15T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-15T01:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-15T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-15T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-15T01:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-15T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-15T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-15T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-15T01:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-15T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-15T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-15T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-15T01:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-15T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-15T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-15T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-15T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-15T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-15T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-15T01:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-15T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-15T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-15T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-15T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-15T01:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-15T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-15T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-15T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-15T01:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-15T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-15T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-15T01:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-15T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-15T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-15T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-15T01:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-15T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-15T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-15T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-15T01:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-15T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-15T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-15T01:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-15T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-15T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-15T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-15T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-15T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-15T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-15T02:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-15T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-15T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-15T02:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-15T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-15T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-15T02:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-15T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-15T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:09:05] kitchen_light | OnOff.OnOff = True\n[2026-07-15T07:22:07] kitchen_light | OnOff.OnOff = False\n[2026-07-15T07:22:25] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-15T07:22:25] front_door_lock | DoorLock.LockState = 2\n[2026-07-15T07:22:35] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-15T07:22:35] front_door_lock | DoorLock.LockState = 1\n[2026-07-15T08:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T14:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T15:59:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-15T15:59:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-15T17:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:02:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-15T18:02:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-15T18:36:00] kitchen_light | OnOff.OnOff = True\n[2026-07-15T20:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:50:28] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-15T22:50:28] front_door_lock | DoorLock.LockState = 1\n[2026-07-15T23:35:15] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00028_pair", "episode_id": "DPO_DEV_TP_00028", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 126\n\n## 跨天活动摘要\n- 2026-08-13: living_room=116, master_bedroom=231, entrance=228, second_bedroom=48, bathroom=48, kitchen=11\n- 2026-08-14: living_room=116, entrance=229, master_bedroom=228, second_bedroom=48, bathroom=48, kitchen=11\n- 2026-08-15: living_room=49, master_bedroom=48, second_bedroom=48, bathroom=48, entrance=48\n\n## 设备事件日志\n[2026-08-13T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-13T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-13T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-13T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-13T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-13T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-13T07:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-13T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-13T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-13T07:44:06] kitchen_light | OnOff.OnOff = False\n[2026-08-13T07:44:28] front_door_contact | BooleanState.StateValue = False\n[2026-08-13T07:44:37] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-13T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-13T07:54:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-13T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-13T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-13T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T08:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T08:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-13T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-13T08:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-13T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-13T08:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-13T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T08:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-13T08:39:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-13T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-13T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-13T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-13T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-13T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-13T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-13T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-13T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-13T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-13T12:14:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-13T12:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-13T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-13T12:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-13T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-13T12:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-13T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-13T12:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-13T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-13T12:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-13T13:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-13T13:09:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-13T13:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-13T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-13T13:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-13T13:29:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-13T13:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-13T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-13T13:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-13T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-13T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-13T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-13T16:35:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T07:25:13] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-14T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-14T12:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-14T12:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T12:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-14T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-14T12:30:16] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T12:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-14T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-14T12:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-14T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-14T12:50:16] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T12:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-14T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T13:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-14T13:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-14T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-14T13:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-14T13:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-14T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-14T13:35:16] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T13:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-14T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-14T13:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-14T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-14T14:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-14T20:27:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-15T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-15T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-15T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-15T12:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-15T12:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-15T12:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-15T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-15T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-15T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-15T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-15T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-15T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00029_pair", "episode_id": "DPO_DEV_TP_00029", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 35\n\n## 设备事件日志\n[2026-08-05T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-05T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-05T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T06:01:04] kitchen_light | OnOff.OnOff = True\n[2026-08-05T07:07:00] kitchen_light | OnOff.OnOff = False\n[2026-08-05T07:07:09] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-05T07:07:09] front_door_lock | DoorLock.LockState = 2\n[2026-08-05T07:07:15] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-05T07:07:15] front_door_lock | DoorLock.LockState = 1\n[2026-08-05T07:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T08:36:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-05T08:36:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-05T11:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:10:00] kitchen_light | OnOff.OnOff = True\n[2026-08-05T14:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00030_pair", "episode_id": "DPO_DEV_TP_00030", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 54\n\n## 跨天活动摘要\n- 2026-08-21: living_room=113, entrance=231, bathroom=57, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-08-22: living_room=196, bathroom=54, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14\n- 2026-08-23: living_room=194, bathroom=55, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14\n\n## 设备事件日志\n[2026-08-21T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-21T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-21T07:20:17] front_door_contact | BooleanState.StateValue = True\n[2026-08-21T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T08:00:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-21T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-21T08:37:01] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T08:40:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-21T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-21T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-21T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-21T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-21T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-21T12:37:01] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T12:40:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-21T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-21T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-21T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-21T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-21T13:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-21T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-21T21:41:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-22T12:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-22T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-22T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-22T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T12:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-22T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-22T13:13:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T13:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T13:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-22T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-22T14:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-22T14:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-23T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-23T11:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-23T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-23T12:06:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-23T12:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00031_pair", "episode_id": "DPO_DEV_TP_00031", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 35\n\n## 设备事件日志\n[2026-07-17T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-17T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-17T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T05:55:08] kitchen_light | OnOff.OnOff = True\n[2026-07-17T06:58:00] kitchen_light | OnOff.OnOff = False\n[2026-07-17T06:58:06] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-17T06:58:06] front_door_lock | DoorLock.LockState = 2\n[2026-07-17T06:58:15] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-17T06:58:15] front_door_lock | DoorLock.LockState = 1\n[2026-07-17T07:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:20:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-17T08:20:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-17T10:50:00] kitchen_light | OnOff.OnOff = True\n[2026-07-17T11:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T14:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00032_pair", "episode_id": "DPO_DEV_TP_00032", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 53\n\n## 跨天活动摘要\n- 2026-08-13: living_room=110, entrance=230, bathroom=222, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-08-14: living_room=115, entrance=229, bathroom=55, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-08-15: living_room=194, bathroom=54, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14\n\n## 设备事件日志\n[2026-08-13T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-13T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-13T07:22:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T07:30:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T07:30:24] front_door_contact | BooleanState.StateValue = True\n[2026-08-13T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-13T07:42:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-13T08:17:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T08:20:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-13T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-13T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-13T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-13T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-13T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-13T12:15:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-13T12:47:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:50:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-13T13:22:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:25:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-14T07:34:15] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T12:34:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T12:40:35] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-14T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-14T13:14:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-14T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-14T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-14T21:53:40] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-15T11:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-15T12:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-15T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-15T12:25:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-15T12:25:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-15T12:33:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00033_pair", "episode_id": "DPO_DEV_TP_00033", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 55\n\n## 跨天活动摘要\n- 2026-07-19: living_room=49, entrance=49, master_bedroom=48, second_bedroom=48, bathroom=48\n- 2026-07-20: living_room=113, master_bedroom=233, entrance=226, second_bedroom=48, bathroom=48, kitchen=11\n- 2026-07-21: living_room=111, master_bedroom=232, entrance=229, second_bedroom=48, bathroom=48, kitchen=11\n\n## 设备事件日志\n[2026-07-19T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-19T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-19T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-19T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-19T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-19T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-19T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-19T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-19T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-19T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-19T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-19T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-19T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-19T13:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-19T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-19T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-19T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-20T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-20T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-20T12:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:27:37] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-20T12:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-20T13:12:37] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-20T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-20T13:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-20T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-20T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T07:23:23] front_door_lock | DoorLock.LockState = 2\n[2026-07-21T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-21T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-21T12:28:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-21T12:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-21T13:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T13:13:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00034_pair", "episode_id": "DPO_DEV_TP_00034", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 26\n\n## 设备事件日志\n[2026-07-04T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-04T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-04T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:12:04] kitchen_light | OnOff.OnOff = True\n[2026-07-04T09:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T12:05:00] kitchen_light | OnOff.OnOff = True\n[2026-07-04T12:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T15:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:59:00] kitchen_light | OnOff.OnOff = True\n[2026-07-04T18:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T21:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T23:13:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-04T23:13:27] front_door_lock | DoorLock.LockState = 1\n[2026-07-04T23:53:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00035_pair", "episode_id": "DPO_DEV_TP_00035", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 110\n\n## 跨天活动摘要\n- 2026-07-05: entrance=49, master_bedroom=49, living_room=48, dining_room=48, second_bedroom=48, kids_room=48\n\n## 设备事件日志\n[2026-07-05T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-05T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-05T00:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-05T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-05T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-05T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-05T00:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-05T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-05T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-05T00:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-05T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-05T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-05T00:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-05T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-05T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-05T00:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-05T00:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-05T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-05T01:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-05T01:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-05T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-05T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-05T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-05T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-05T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-05T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-05T01:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-05T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-05T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-05T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-05T01:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-05T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-05T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-05T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-05T01:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-05T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-05T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-05T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-05T01:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-05T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-05T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-05T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-05T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-05T01:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-05T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-05T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-05T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-05T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-05T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-05T01:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-05T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-05T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-05T01:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-05T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-05T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-05T01:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-05T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-05T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-05T01:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-05T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-05T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-05T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-05T02:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-05T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-05T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-05T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-05T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-05T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-05T02:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-05T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-05T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-05T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-05T02:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-05T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-05T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T03:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T19:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00036_pair", "episode_id": "DPO_DEV_TP_00036", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 117\n\n## 跨天活动摘要\n- 2026-07-02: entrance=233, living_room=109, bathroom=58, master_bedroom=49, second_bedroom=48, kitchen=9\n\n## 设备事件日志\n[2026-07-02T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-02T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-02T00:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-02T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-02T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-02T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-02T00:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-02T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-02T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-02T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-02T00:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-02T00:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-02T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-02T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-02T00:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-02T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-02T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-02T00:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-02T00:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-02T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-02T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-02T01:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-02T01:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-02T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-02T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-02T01:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-02T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-02T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-02T01:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-02T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-02T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-02T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-02T01:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-02T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-02T01:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-02T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-02T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-02T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-02T01:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-02T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-02T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-02T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-02T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-02T01:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-02T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-02T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-02T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-02T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-02T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-02T01:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-02T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-02T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-02T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-02T01:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-02T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-02T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-02T01:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-02T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-02T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-02T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-02T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-02T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-02T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-02T02:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-02T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-02T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-02T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-02T02:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-02T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-02T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-02T02:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-02T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-02T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-02T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-02T02:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-02T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-02T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T03:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:07:11] kitchen_light | OnOff.OnOff = True\n[2026-07-02T07:16:00] kitchen_light | OnOff.OnOff = False\n[2026-07-02T07:16:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-02T07:16:19] front_door_lock | DoorLock.LockState = 2\n[2026-07-02T07:16:28] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-02T07:16:28] front_door_lock | DoorLock.LockState = 1\n[2026-07-02T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T18:23:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-02T18:23:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-02T19:02:00] kitchen_light | OnOff.OnOff = True\n[2026-07-02T19:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T21:55:35] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-02T21:55:35] front_door_lock | DoorLock.LockState = 1\n[2026-07-02T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00037_pair", "episode_id": "DPO_DEV_TP_00037", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 121\n\n## 跨天活动摘要\n- 2026-07-30: entrance=231, master_bedroom=229, living_room=111, second_bedroom=48, bathroom=48, kitchen=12\n\n## 设备事件日志\n[2026-07-30T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-30T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-30T00:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-30T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-30T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-30T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-30T00:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-30T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-30T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-30T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-30T00:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-30T00:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-30T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-30T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-30T00:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-30T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-30T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-30T00:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-30T00:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-30T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-30T01:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-30T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-30T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-30T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-30T01:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-30T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-30T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-30T01:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-30T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-30T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-30T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-30T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-30T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-30T01:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-30T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-30T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-30T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-30T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-30T01:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-30T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-30T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-30T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-30T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-30T01:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-30T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-30T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-30T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-30T01:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-30T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-30T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-30T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-30T01:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-30T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-30T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-30T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-30T01:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-30T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-30T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-30T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-30T01:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-30T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-30T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-30T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-30T01:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-30T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-30T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-30T02:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-30T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-30T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-30T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-30T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-30T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-30T02:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-30T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-30T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-30T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-30T02:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-30T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-30T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T07:09:08] kitchen_light | OnOff.OnOff = True\n[2026-07-30T07:23:06] kitchen_light | OnOff.OnOff = False\n[2026-07-30T07:23:22] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-30T07:23:22] front_door_lock | DoorLock.LockState = 2\n[2026-07-30T07:23:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-30T07:23:27] front_door_lock | DoorLock.LockState = 1\n[2026-07-30T08:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T14:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:12:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-30T16:12:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-30T17:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T18:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-30T18:14:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-30T18:15:00] kitchen_light | OnOff.OnOff = True\n[2026-07-30T20:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T22:17:30] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-30T22:17:30] front_door_lock | DoorLock.LockState = 1\n[2026-07-30T23:42:17] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00038_pair", "episode_id": "DPO_DEV_TP_00038", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 113\n\n## 跨天活动摘要\n- 2026-07-25: entrance=49, master_bedroom=49, living_room=48, dining_room=48, second_bedroom=48, kids_room=48\n\n## 设备事件日志\n[2026-07-25T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-25T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-25T00:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-25T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-25T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-25T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-25T00:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-25T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-25T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-25T00:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-25T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-25T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-25T00:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-25T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-25T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-25T00:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-25T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-25T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-25T01:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-25T01:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-25T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-25T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-25T01:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-25T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-25T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-25T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-25T01:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-25T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-25T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-25T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-25T01:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-25T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-25T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-25T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-25T01:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-25T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-25T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-25T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-25T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-25T01:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-25T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-25T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-07-25T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-25T01:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-25T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-25T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-25T01:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-25T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-25T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-25T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-25T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-25T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-25T01:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-25T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-25T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-25T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-25T01:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-25T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-25T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-25T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-25T01:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-25T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-25T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-25T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-25T02:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-25T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-25T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-25T02:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-25T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-25T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-25T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-25T02:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-25T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-25T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-25T02:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-25T02:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-25T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-25T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T03:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T19:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00039_pair", "episode_id": "DPO_DEV_TP_00039", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 52\n\n## 跨天活动摘要\n- 2026-08-26: living_room=114, entrance=232, bathroom=59, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-08-27: living_room=109, entrance=230, bathroom=57, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-08-28: living_room=109, entrance=230, bathroom=54, master_bedroom=48, second_bedroom=48, kitchen=8\n\n## 设备事件日志\n[2026-08-26T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-26T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-26T07:23:00] kitchen_light | OnOff.OnOff = False\n[2026-08-26T07:23:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T08:03:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-26T08:15:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-26T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-26T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-26T08:48:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-26T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-26T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-26T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-26T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-26T12:33:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T12:45:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-26T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-26T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-26T13:18:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-26T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-08-26T22:14:23] front_door_lock | DoorLock.LockState = 1\n[2026-08-27T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-27T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T13:03:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T13:06:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-27T13:38:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-27T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-27T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-28T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-28T12:16:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-28T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-28T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-28T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-28T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-28T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-28T13:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00040_pair", "episode_id": "DPO_DEV_TP_00040", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 127\n\n## 跨天活动摘要\n- 2026-08-09: living_room=197, bedroom=210, bathroom=58, kitchen=14, entrance=4\n- 2026-08-10: living_room=114, bedroom=72, bathroom=55, entrance=14, kitchen=8\n- 2026-08-11: living_room=114, bedroom=64, bathroom=57, entrance=14, kitchen=8\n\n## 设备事件日志\n[2026-08-09T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-09T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-09T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-09T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-09T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-09T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-09T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-09T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-09T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-09T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-09T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-09T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-09T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-09T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-09T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-09T08:16:17] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-09T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-09T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-09T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-09T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-09T08:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-09T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-09T08:48:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-09T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-09T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-09T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-09T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-09T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-09T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-09T11:25:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-09T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-09T11:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-09T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-09T12:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2643\n[2026-08-09T12:16:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2597\n[2026-08-09T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-09T12:25:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-09T12:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-09T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-09T12:41:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-09T12:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-09T12:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-09T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-09T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-09T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-09T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-09T13:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-09T13:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-09T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-09T13:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-09T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-09T13:46:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-09T13:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-09T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-09T14:25:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T14:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-10T07:36:14] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-10T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-10T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-10T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-10T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-10T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-10T12:19:01] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-10T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-10T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-10T12:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-10T12:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-10T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-10T12:49:01] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-10T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-10T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-10T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T13:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-10T13:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-10T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-10T13:19:01] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-10T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-10T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-10T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-10T13:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-10T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-10T13:49:01] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-10T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-10T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-10T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-11T07:32:18] front_door_lock | DoorLock.LockState = 2\n[2026-08-11T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-11T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-11T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-11T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-11T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-11T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-11T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-11T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-11T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-11T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-11T12:36:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-11T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-11T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00041_pair", "episode_id": "DPO_DEV_TP_00041", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-08-05T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-05T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-05T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00042_pair", "episode_id": "DPO_DEV_TP_00042", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 33\n\n## 设备事件日志\n[2026-08-13T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-13T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-13T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T04:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T07:05:09] kitchen_light | OnOff.OnOff = True\n[2026-08-13T07:32:00] kitchen_light | OnOff.OnOff = False\n[2026-08-13T07:32:18] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-13T07:32:18] front_door_lock | DoorLock.LockState = 2\n[2026-08-13T07:32:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-13T07:32:29] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T07:33:11] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T12:03:11] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T16:33:11] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T18:03:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-13T18:03:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-13T18:47:00] kitchen_light | OnOff.OnOff = True\n[2026-08-13T21:03:11] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T22:07:45] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-13T22:07:45] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T22:37:21] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T23:39:51] bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00043_pair", "episode_id": "DPO_DEV_TP_00043", "scenario_id": "T-INS-03", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light\n- 已选事件数: 90\n\n## 跨天活动摘要\n- 2026-08-13: entrance=15, bedroom=223, living_room=114, bathroom=55, kitchen=9\n\n## 设备事件日志\n[2026-08-13T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-13T00:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2181\n[2026-08-13T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-13T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-13T00:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2184\n[2026-08-13T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-13T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-13T00:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2196\n[2026-08-13T00:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-13T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-13T00:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2197\n[2026-08-13T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-13T00:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-08-13T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-13T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-13T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-13T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-13T01:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2200\n[2026-08-13T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-13T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-13T01:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-08-13T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-13T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-13T01:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-08-13T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-13T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-13T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-13T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-13T01:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-13T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-13T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2213\n[2026-08-13T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-13T01:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-13T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-08-13T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-13T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2210\n[2026-08-13T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-13T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2224\n[2026-08-13T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-13T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-13T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-13T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-13T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-13T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-13T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-13T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-13T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2225\n[2026-08-13T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-13T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-13T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2222\n[2026-08-13T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-13T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-13T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2230\n[2026-08-13T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-13T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2238\n[2026-08-13T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-13T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-13T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2231\n[2026-08-13T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-13T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T06:46:09] kitchen_light | OnOff.OnOff = True\n[2026-08-13T07:23:00] kitchen_light | OnOff.OnOff = False\n[2026-08-13T07:23:21] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-13T07:23:21] front_door_lock | DoorLock.LockState = 2\n[2026-08-13T07:23:30] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-13T07:23:30] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T08:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T14:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T17:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T18:01:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-13T18:01:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-13T18:47:00] kitchen_light | OnOff.OnOff = True\n[2026-08-13T20:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T21:53:37] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-13T21:53:37] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T23:31:12] bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00044_pair", "episode_id": "DPO_DEV_TP_00044", "scenario_id": "T-INS-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 45\n\n## 跨天活动摘要\n- 2026-07-16: living_room=114, entrance=234, bathroom=54, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-07-17: living_room=112, entrance=233, bathroom=56, master_bedroom=48, second_bedroom=48, kitchen=8\n- 2026-07-18: living_room=193, bathroom=53, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14\n\n## 设备事件日志\n[2026-07-16T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-16T07:13:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-16T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-16T07:24:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:28:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-16T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-16T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-16T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-16T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-16T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:03:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:23:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-16T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-16T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-16T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-16T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-16T18:04:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-17T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-17T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-17T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-17T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-17T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-17T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T13:30:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-17T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-18T11:34:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-18T11:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-18T12:32:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-18T13:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00045_pair", "episode_id": "DPO_DEV_FP_00045", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 101\n\n## 跨天活动摘要\n- 2026-07-13: entrance=236, living_room=112, bathroom=56, master_bedroom=48, second_bedroom=48, kitchen=8\n\n## 设备事件日志\n[2026-07-13T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:10:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-13T07:10:19] front_door_lock | DoorLock.LockState = 2\n[2026-07-13T07:10:21] front_door_contact | BooleanState.StateValue = False\n[2026-07-13T07:10:27] front_door_contact | BooleanState.StateValue = True\n[2026-07-13T07:10:28] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-13T07:10:28] front_door_lock | DoorLock.LockState = 1\n[2026-07-13T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T17:00:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T17:20:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T17:40:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-13T17:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-13T17:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-13T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-13T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-13T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-13T17:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-13T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-13T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-13T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-13T18:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-13T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-13T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:00:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:02:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-13T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-13T18:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-13T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-13T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-13T18:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-13T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-13T18:12:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-13T18:12:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-13T18:12:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-13T18:12:12] entrance_light | OnOff.OnOff = True\n[2026-07-13T18:12:22] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:12:30] living_room_light_1 | OnOff.OnOff = True\n[2026-07-13T18:12:33] living_room_ac | OnOff.OnOff = True\n[2026-07-13T18:12:33] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-13T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-13T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-13T18:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-13T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-13T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-13T18:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-13T18:22:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-13T18:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-13T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-13T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-13T18:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-13T18:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-13T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:32:22] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:32:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-13T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-13T18:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-13T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-13T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-13T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-13T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-13T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-13T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-13T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-07-13T18:42:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-13T18:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-13T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-13T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-13T18:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-13T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-13T18:52:22] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-13T18:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-13T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-13T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-13T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-13T19:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-13T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-13T19:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T19:02:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:02:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T19:04:00] kitchen_light | OnOff.OnOff = True\n[2026-07-13T19:04:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-13T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-13T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-13T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-13T19:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-13T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-13T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-13T19:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00046_pair", "episode_id": "DPO_DEV_FP_00046", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 31\n\n## 设备事件日志\n[2026-07-14T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T07:39:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-14T07:39:19] front_door_lock | DoorLock.LockState = 2\n[2026-07-14T07:39:21] front_door_contact | BooleanState.StateValue = False\n[2026-07-14T07:39:28] front_door_contact | BooleanState.StateValue = True\n[2026-07-14T07:39:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-14T07:39:29] front_door_lock | DoorLock.LockState = 1\n[2026-07-14T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T18:13:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-14T18:13:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-14T18:13:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-14T18:13:07] entrance_light | OnOff.OnOff = True\n[2026-07-14T18:13:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:13:14] living_room_light_1 | OnOff.OnOff = True\n[2026-07-14T18:13:17] living_room_ac | OnOff.OnOff = True\n[2026-07-14T18:13:17] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-14T18:19:02] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T18:28:55] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T18:33:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-14T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-14T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-07-14T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:49:02] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T18:53:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:56:00] kitchen_light | OnOff.OnOff = True\n[2026-07-14T18:56:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-14T18:58:55] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00047_pair", "episode_id": "DPO_DEV_FP_00047", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 106\n\n## 跨天活动摘要\n- 2026-08-05: entrance=17, living_room=113, bedroom=66, bathroom=56, kitchen=8\n\n## 设备事件日志\n[2026-08-05T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T07:21:17] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-05T07:21:17] front_door_lock | DoorLock.LockState = 2\n[2026-08-05T07:21:19] front_door_contact | BooleanState.StateValue = False\n[2026-08-05T07:21:25] front_door_contact | BooleanState.StateValue = True\n[2026-08-05T07:21:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-05T07:21:26] front_door_lock | DoorLock.LockState = 1\n[2026-08-05T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-05T17:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2226\n[2026-08-05T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-05T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-05T17:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-08-05T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-05T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-05T18:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-08-05T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-05T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T18:00:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T18:03:38] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T18:05:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-05T18:05:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-05T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-05T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-05T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-05T18:05:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-05T18:05:11] entrance_light | OnOff.OnOff = True\n[2026-08-05T18:05:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:05:17] living_room_light_1 | OnOff.OnOff = True\n[2026-08-05T18:05:19] living_room_ac | OnOff.OnOff = True\n[2026-08-05T18:05:19] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-05T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-05T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2210\n[2026-08-05T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-05T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-05T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2567\n[2026-08-05T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2224\n[2026-08-05T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2636\n[2026-08-05T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-05T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2213\n[2026-08-05T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2703\n[2026-08-05T18:25:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-05T18:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-08-05T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2712\n[2026-08-05T18:30:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T18:33:38] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-05T18:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-08-05T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2709\n[2026-08-05T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-05T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-05T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2704\n[2026-08-05T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-05T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-05T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-05T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:45:00] kitchen_light | OnOff.OnOff = True\n[2026-08-05T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-05T18:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2197\n[2026-08-05T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2655\n[2026-08-05T18:45:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:45:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-05T18:46:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-05T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-05T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-08-05T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2612\n[2026-08-05T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-05T18:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-08-05T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2573\n[2026-08-05T19:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2193\n[2026-08-05T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-05T19:00:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T19:03:38] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T19:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2201\n[2026-08-05T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-05T19:05:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-05T19:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2182\n[2026-08-05T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-05T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-05T19:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2195\n[2026-08-05T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-05T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-05T19:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2181\n[2026-08-05T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-05T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-05T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-05T19:25:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T19:27:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-05T19:27:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-05T19:28:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-05T19:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2171\n[2026-08-05T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-05T19:30:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T19:45:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T20:10:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T20:55:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T21:50:02] entrance_light | OnOff.OnOff = False\n[2026-08-05T21:50:31] front_door_contact | BooleanState.StateValue = True\n[2026-08-05T21:50:32] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-05T21:50:32] front_door_lock | DoorLock.LockState = 1\n[2026-08-05T22:25:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T23:50:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00048_pair", "episode_id": "DPO_DEV_FP_00048", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 27\n\n## 设备事件日志\n[2026-07-19T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-19T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-19T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-07-19T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T19:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T19:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T19:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T19:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T19:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T19:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_FP_00049_pair", "episode_id": "DPO_DEV_FP_00049", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 61\n\n## 跨天活动摘要\n- 2026-08-25: living_room=117, entrance=233, master_bedroom=232, kids_room=228, dining_room=218, master_bathroom=57\n- 2026-08-26: living_room=114, master_bedroom=230, kids_room=227, entrance=226, dining_room=217, master_bathroom=58\n- 2026-08-27: living_room=116, master_bedroom=232, kids_room=230, entrance=229, dining_room=221, master_bathroom=54\n\n## 设备事件日志\n[2026-08-25T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-25T07:23:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-25T07:27:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-25T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-25T08:09:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T08:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T08:32:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T08:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-25T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-25T17:33:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T17:42:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-25T17:48:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T17:52:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T17:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-25T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:13:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:18:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:22:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:26:00] kitchen_light | OnOff.OnOff = True\n[2026-08-25T18:33:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:38:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-25T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-26T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-26T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-26T17:10:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T17:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:00:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T18:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-26T18:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:13:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:15:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:20:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-26T18:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-26T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-26T23:50:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-27T17:46:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:02:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:15:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:32:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:45:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00050_pair", "episode_id": "DPO_DEV_FP_00050", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 65\n\n## 跨天活动摘要\n- 2026-07-02: living_room=114, master_bedroom=230, kids_room=227, entrance=227, dining_room=217, master_bathroom=58\n- 2026-07-03: living_room=116, master_bedroom=232, kids_room=230, entrance=229, dining_room=221, master_bathroom=54\n- 2026-07-04: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n\n## 设备事件日志\n[2026-07-02T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:44:26] kids_room_light | OnOff.OnOff = False\n[2026-07-02T07:44:41] front_door_lock | DoorLock.LockState = 1\n[2026-07-02T07:49:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:52:46] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:04:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-02T08:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:13:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:17:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-02T08:33:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-02T16:15:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-02T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-02T17:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T17:38:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T17:40:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T17:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T18:00:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-02T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T18:00:21] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-02T18:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-02T18:18:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T18:20:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-02T18:30:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T18:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T18:43:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-02T18:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T19:00:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-02T19:35:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T16:25:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-03T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-03T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-03T17:22:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T17:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-03T17:42:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T17:46:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-03T17:46:23] living_room_ac | OnOff.OnOff = True\n[2026-07-03T17:50:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-03T18:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:12:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:20:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-03T18:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:51:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-03T20:16:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-04T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-04T18:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-04T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00051_pair", "episode_id": "DPO_DEV_FP_00051", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 118\n\n## 跨天活动摘要\n- 2026-08-09: living_room=193, bedroom=207, bathroom=56, kitchen=14, entrance=4\n- 2026-08-10: living_room=109, bedroom=69, bathroom=55, entrance=14, kitchen=8\n- 2026-08-11: living_room=115, bedroom=72, bathroom=54, entrance=14, kitchen=8\n\n## 设备事件日志\n[2026-08-09T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-09T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-09T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-09T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-09T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-09T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-09T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-09T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-09T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-09T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-09T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-09T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-09T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-09T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-09T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-09T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-09T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-09T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-09T08:36:06] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-09T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-09T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-09T08:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-09T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-09T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-09T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-09T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-09T13:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-09T16:42:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-09T17:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-09T17:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T17:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2238\n[2026-08-09T17:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-08-09T17:32:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-09T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-09T17:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T17:47:00] kitchen_light | OnOff.OnOff = True\n[2026-08-09T17:48:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-09T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-09T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-09T17:55:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-09T18:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2229\n[2026-08-09T18:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-09T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-09T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-09T18:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-09T18:32:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-09T18:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2213\n[2026-08-09T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-09T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-09T18:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2204\n[2026-08-09T18:52:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-09T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-09T19:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-10T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-10T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-10T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-10T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-10T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-10T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-10T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-10T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-10T17:27:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-10T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-10T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-10T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-10T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-10T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-10T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T17:57:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-10T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-10T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-10T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-10T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-10T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-10T18:27:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T18:29:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-10T18:29:14] living_room_light_1 | OnOff.OnOff = True\n[2026-08-10T18:33:56] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T18:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-08-10T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-10T18:44:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2652\n[2026-08-10T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-10T19:09:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-10T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-10T21:41:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-11T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-11T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-11T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-11T17:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-11T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-11T17:38:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-11T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-11T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请从下面 3 天的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00052_pair", "episode_id": "DPO_DEV_FP_00052", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 65\n\n## 跨天活动摘要\n- 2026-08-06: living_room=114, kids_room=231, master_bedroom=230, entrance=228, dining_room=217, master_bathroom=54\n- 2026-08-07: living_room=116, kids_room=232, master_bedroom=230, entrance=230, dining_room=222, master_bathroom=56\n- 2026-08-08: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n\n## 设备事件日志\n[2026-08-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T07:26:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-06T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-06T07:31:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T07:40:31] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T07:42:14] front_door_lock | DoorLock.LockState = 2\n[2026-08-06T07:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T07:48:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T07:52:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T07:56:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-06T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-06T08:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T08:12:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T08:16:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T08:33:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T08:37:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T08:40:31] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-06T16:05:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-06T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-06T17:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T17:36:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T17:40:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-06T18:00:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T18:03:14] living_room_light_1 | OnOff.OnOff = True\n[2026-08-06T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T18:13:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T18:16:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-06T18:38:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T18:40:31] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-06T18:58:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-06T19:33:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-07T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-07T17:15:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:20:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-07T17:35:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:40:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:46:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-07T18:11:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:15:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-07T18:31:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:35:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:56:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-08T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-08T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-08T18:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00053_pair", "episode_id": "DPO_DEV_FP_00053", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 102\n\n## 跨天活动摘要\n- 2026-08-27: entrance=234, living_room=112, bathroom=53, master_bedroom=48, second_bedroom=48, kitchen=8\n\n## 设备事件日志\n[2026-08-27T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:22:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-27T07:22:16] front_door_lock | DoorLock.LockState = 2\n[2026-08-27T07:22:18] front_door_contact | BooleanState.StateValue = False\n[2026-08-27T07:22:20] front_door_contact | BooleanState.StateValue = True\n[2026-08-27T07:22:21] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-27T07:22:21] front_door_lock | DoorLock.LockState = 1\n[2026-08-27T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T17:02:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:22:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T17:42:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-27T17:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-27T17:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-27T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-27T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-27T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-27T17:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-27T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-27T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-27T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-27T18:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-27T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-27T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:02:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:04:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-27T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-27T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-27T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-27T18:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-27T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-27T18:13:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-27T18:13:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-27T18:13:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-27T18:13:06] entrance_light | OnOff.OnOff = True\n[2026-08-27T18:13:11] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:13:21] living_room_light_1 | OnOff.OnOff = True\n[2026-08-27T18:13:28] living_room_ac | OnOff.OnOff = True\n[2026-08-27T18:13:28] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-27T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-27T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-27T18:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-27T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2583\n[2026-08-27T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-27T18:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-27T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2648\n[2026-08-27T18:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-27T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-27T18:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-27T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2710\n[2026-08-27T18:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-27T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2703\n[2026-08-27T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:33:11] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:34:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-27T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-27T18:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-27T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2715\n[2026-08-27T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-27T18:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-27T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2706\n[2026-08-27T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-27T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-27T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-27T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-27T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-27T18:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-27T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2664\n[2026-08-27T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-27T18:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-27T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2610\n[2026-08-27T18:52:00] kitchen_light | OnOff.OnOff = True\n[2026-08-27T18:52:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-27T18:53:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-27T18:53:11] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-27T18:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-27T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2584\n[2026-08-27T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-27T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-27T19:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-27T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-27T19:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T19:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T19:04:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-27T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-27T19:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-27T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-27T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-27T19:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00054_pair", "episode_id": "DPO_DEV_FP_00054", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 88\n\n## 跨天活动摘要\n- 2026-08-14: entrance=231, master_bedroom=229, kids_room=226, dining_room=223, living_room=113, master_bathroom=52\n\n## 设备事件日志\n[2026-08-14T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:40:22] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T07:40:22] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T07:40:24] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T07:40:31] front_door_contact | BooleanState.StateValue = True\n[2026-08-14T07:40:32] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-14T07:40:32] front_door_lock | DoorLock.LockState = 1\n[2026-08-14T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T16:31:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T16:31:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T16:31:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T17:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T17:41:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-14T17:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-14T17:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-14T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-14T17:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:51:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:52:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-14T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-14T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-14T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-14T18:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-14T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-14T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-14T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-14T18:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-14T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-14T18:05:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:07:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T18:07:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T18:07:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T18:07:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:07:18] living_room_light_1 | OnOff.OnOff = True\n[2026-08-14T18:07:22] living_room_ac | OnOff.OnOff = True\n[2026-08-14T18:07:22] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-14T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-14T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-14T18:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-14T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-14T18:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:11:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:12:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-14T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-14T18:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-14T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-14T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-14T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-14T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-14T18:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-14T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-14T18:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-14T18:27:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-14T18:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-14T18:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-14T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-14T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:31:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:32:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-08-14T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-14T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-14T18:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-14T18:35:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-14T18:35:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:36:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-14T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-14T18:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-14T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-14T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-14T18:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-14T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00055_pair", "episode_id": "DPO_DEV_FP_00055", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 66\n\n## 跨天活动摘要\n- 2026-07-14: living_room=117, master_bedroom=230, kids_room=229, entrance=227, dining_room=222, master_bathroom=53\n- 2026-07-15: living_room=114, entrance=232, master_bedroom=229, kids_room=229, dining_room=220, master_bathroom=57\n- 2026-07-16: living_room=116, kids_room=233, master_bedroom=232, entrance=227, master_bathroom=224, dining_room=222\n\n## 设备事件日志\n[2026-07-14T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-14T07:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T07:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T07:31:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T07:42:05] kitchen_light | OnOff.OnOff = False\n[2026-07-14T07:42:34] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-14T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-14T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-14T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-14T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-14T08:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T08:47:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-14T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T17:42:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-14T17:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T17:57:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:06:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-14T18:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:27:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:36:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:47:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:57:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T19:17:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T19:37:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-15T17:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:32:02] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:35:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:55:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T18:03:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-15T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-15T18:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:33:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:38:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-15T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-15T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-16T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-16T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-16T17:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:48:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-16T17:48:15] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-16T17:53:03] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:56:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-16T18:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T18:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T18:15:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-16T18:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T18:31:00] kitchen_light | OnOff.OnOff = True\n[2026-07-16T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-16T18:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00056_pair", "episode_id": "DPO_DEV_FP_00056", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 127\n\n## 跨天活动摘要\n- 2026-08-08: living_room=49, entrance=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n- 2026-08-09: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n- 2026-08-10: living_room=116, master_bedroom=230, kids_room=228, entrance=226, dining_room=220, master_bathroom=55\n\n## 设备事件日志\n[2026-08-08T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-08T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-08T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-08T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-08T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-08T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-08T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-08T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-08T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-08T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-08T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-08T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-08T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-08T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-08T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-08T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-08T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-08T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-08T08:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-08T08:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-08T08:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-08T08:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-08T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-08T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-08T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-08T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-08T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-08T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-08T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-08T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-08T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-08T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-08T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-08T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-08T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-08T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-08T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-08T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-08T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-08T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-08T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-08T18:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T18:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-08T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-08T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-08T18:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-08T18:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-08T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-08T19:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T19:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-08T19:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T19:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-09T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-09T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-09T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-09T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-09T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-09T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-09T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-09T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-09T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-09T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-09T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-09T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-09T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-09T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-09T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-09T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-09T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-09T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-09T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-09T18:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T18:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-09T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-09T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-09T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-09T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-09T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-10T07:48:23] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-10T16:01:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-10T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-10T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-10T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-10T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-10T17:31:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T17:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-10T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-10T17:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-10T17:48:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-10T17:48:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-10T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-10T17:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-10T18:01:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:08:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-10T18:11:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-10T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-10T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-10T18:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-10T18:31:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00057_pair", "episode_id": "DPO_DEV_FP_00057", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 52\n\n## 跨天活动摘要\n- 2026-07-31: living_room=210, bedroom=243, kitchen=238, entrance=233, bathroom=60\n- 2026-08-01: living_room=208, bedroom=240, kitchen=240, entrance=231, bathroom=59\n- 2026-08-02: living_room=211, bedroom=242, kitchen=238, entrance=231, bathroom=59\n\n## 设备事件日志\n[2026-07-31T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:50:18] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-31T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-31T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-31T07:50:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-31T08:07:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-31T08:33:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-31T08:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:08:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-31T16:40:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-31T17:15:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T17:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T17:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-31T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-31T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-31T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-31T18:38:13] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T18:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-31T19:15:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T19:30:09] living_room_light | LevelControl.CurrentLevel = 15\n[2026-08-01T06:54:11] front_door_lock | DoorLock.LockState = 1\n[2026-08-01T16:39:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-01T17:25:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-01T17:29:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T17:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T17:59:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T18:19:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T18:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T18:44:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-01T19:19:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T15:27:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-02T17:22:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-02T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-02T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-02T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-02T18:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T18:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00058_pair", "episode_id": "DPO_DEV_FP_00058", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 120\n\n## 跨天活动摘要\n- 2026-08-11: living_room=208, bedroom=240, kitchen=240, entrance=232, bathroom=59\n- 2026-08-12: living_room=211, bedroom=242, kitchen=238, entrance=231, bathroom=59\n- 2026-08-13: living_room=210, bedroom=242, kitchen=239, entrance=231, bathroom=62\n\n## 设备事件日志\n[2026-08-11T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-11T06:54:11] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-11T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-11T07:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-11T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-11T07:29:06] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-11T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-11T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-11T07:49:06] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:53:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-11T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-11T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-11T08:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-11T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-11T08:24:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:28:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-11T08:39:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-11T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-11T08:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:45:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-11T08:54:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-11T09:34:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-11T16:39:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-11T17:04:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-11T17:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T17:25:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-11T17:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2239\n[2026-08-11T17:34:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T17:39:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-11T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-11T17:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T17:54:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-11T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-08-11T18:09:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T18:14:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-11T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-11T18:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-11T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-11T18:39:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2200\n[2026-08-11T18:44:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T18:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-11T18:54:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-11T19:14:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-11T19:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T15:32:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-12T16:37:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-12T17:02:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:07:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-12T17:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-12T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-12T17:27:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-08-12T17:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:37:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2236\n[2026-08-12T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-12T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-12T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:57:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2230\n[2026-08-12T18:07:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-08-12T18:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-12T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-12T18:32:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-12T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-12T19:12:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T20:35:15] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T16:43:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-13T17:08:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-13T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-13T17:32:26] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-13T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-13T17:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T17:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T17:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-13T17:53:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T17:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-13T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-13T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-13T18:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T18:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-08-13T18:28:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T18:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00059_pair", "episode_id": "DPO_DEV_FP_00059", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 30\n\n## 设备事件日志\n[2026-08-28T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T07:19:25] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-28T07:19:25] front_door_lock | DoorLock.LockState = 2\n[2026-08-28T07:19:27] front_door_contact | BooleanState.StateValue = False\n[2026-08-28T07:19:30] front_door_contact | BooleanState.StateValue = True\n[2026-08-28T07:19:31] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-28T07:19:31] front_door_lock | DoorLock.LockState = 1\n[2026-08-28T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T17:34:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T17:54:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T18:09:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-28T18:09:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-28T18:09:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-28T18:09:12] entrance_light | OnOff.OnOff = True\n[2026-08-28T18:09:18] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:09:20] living_room_light_1 | OnOff.OnOff = True\n[2026-08-28T18:09:29] living_room_ac | OnOff.OnOff = True\n[2026-08-28T18:09:29] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-28T18:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:29:18] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T18:32:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T18:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-28T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-28T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-28T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00060_pair", "episode_id": "DPO_DEV_FP_00060", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 125\n\n## 跨天活动摘要\n- 2026-07-04: living_room=195, bedroom=206, bathroom=57, kitchen=14, entrance=4\n- 2026-07-05: living_room=195, bedroom=209, bathroom=55, kitchen=14, entrance=3\n- 2026-07-06: living_room=110, bedroom=218, bathroom=58, entrance=14, kitchen=8\n\n## 设备事件日志\n[2026-07-04T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-04T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-04T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-04T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-04T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-04T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-04T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-04T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-04T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-04T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-04T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-04T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-04T08:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-04T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-04T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-04T08:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-04T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-04T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-04T08:47:00] bathroom_light | OnOff.OnOff = True\n[2026-07-04T08:50:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-04T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-04T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-04T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-04T16:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T16:51:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:11:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-04T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-04T17:25:35] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-04T17:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-04T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-04T17:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:45:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-04T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-04T17:55:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-04T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-04T18:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:05:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-04T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-07-04T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-04T18:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:25:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-07-04T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-04T18:36:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-04T18:36:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-04T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-04T18:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2204\n[2026-07-04T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-04T18:51:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T19:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2185\n[2026-07-04T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-04T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-04T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-04T19:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-04T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-04T22:51:23] front_door_lock | DoorLock.LockState = 1\n[2026-07-05T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-05T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-05T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-05T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-05T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-05T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-05T17:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-05T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-05T17:15:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-05T17:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2239\n[2026-07-05T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-05T17:32:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T17:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-05T17:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2225\n[2026-07-05T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-05T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T17:59:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-05T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-05T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-07-05T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-05T18:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T18:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-07-05T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-05T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-05T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2197\n[2026-07-05T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-05T18:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T19:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T19:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T22:48:32] front_door_lock | DoorLock.LockState = 1\n[2026-07-06T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-06T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-06T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-06T17:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-06T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-06T17:36:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T17:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-06T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2229\n[2026-07-06T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-07-06T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2210\n[2026-07-06T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:23:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-06T18:23:25] living_room_light_1 | OnOff.OnOff = True\n[2026-07-06T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-07-06T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-06T18:33:15] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-07-06T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-06T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-06T19:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2194\n[2026-07-06T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-06T19:06:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:08:15] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请从下面 3 天的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00061_pair", "episode_id": "DPO_DEV_FP_00061", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 31\n\n## 设备事件日志\n[2026-08-12T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T07:32:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-12T07:32:16] front_door_lock | DoorLock.LockState = 2\n[2026-08-12T07:32:18] front_door_contact | BooleanState.StateValue = False\n[2026-08-12T07:32:23] front_door_contact | BooleanState.StateValue = True\n[2026-08-12T07:32:24] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-12T07:32:24] front_door_lock | DoorLock.LockState = 1\n[2026-08-12T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T17:32:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T17:52:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T18:12:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:23:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-12T18:23:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-12T18:23:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-12T18:23:18] entrance_light | OnOff.OnOff = True\n[2026-08-12T18:23:26] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:23:35] living_room_light_1 | OnOff.OnOff = True\n[2026-08-12T18:23:44] living_room_ac | OnOff.OnOff = True\n[2026-08-12T18:23:44] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-12T18:27:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T18:33:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-12T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-12T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-12T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-12T18:43:26] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00062_pair", "episode_id": "DPO_DEV_FP_00062", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 91\n\n## 跨天活动摘要\n- 2026-08-15: entrance=6, bedroom=206, living_room=194, bathroom=60, kitchen=14\n\n## 设备事件日志\n[2026-08-15T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T13:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T16:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T17:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T17:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-15T17:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2222\n[2026-08-15T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-15T17:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T17:52:38] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-15T17:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2235\n[2026-08-15T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-15T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-15T18:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2231\n[2026-08-15T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-15T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-15T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2232\n[2026-08-15T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-15T18:09:00] kitchen_light | OnOff.OnOff = True\n[2026-08-15T18:09:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-15T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-15T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-15T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2210\n[2026-08-15T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-15T18:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-15T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-08-15T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-15T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-15T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2220\n[2026-08-15T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-15T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:22:38] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-15T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-15T18:29:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-15T18:29:08] kitchen_dishwasher | OnOff.OnOff = True\n[2026-08-15T18:29:13] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-08-15T18:29:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-15T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-15T18:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2214\n[2026-08-15T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-15T18:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-15T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-15T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-15T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2205\n[2026-08-15T18:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-15T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-15T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-15T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-15T18:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-15T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-15T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-15T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2189\n[2026-08-15T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-15T18:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:52:38] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-15T18:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2203\n[2026-08-15T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-15T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-15T19:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2188\n[2026-08-15T19:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T19:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2191\n[2026-08-15T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-08-15T19:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2182\n[2026-08-15T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-15T19:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-15T19:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2194\n[2026-08-15T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-15T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-15T19:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2192\n[2026-08-15T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-15T19:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T19:22:38] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-15T19:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2183\n[2026-08-15T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-15T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-15T19:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2186\n[2026-08-15T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-15T19:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T19:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00063_pair", "episode_id": "DPO_DEV_FP_00063", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 29\n\n## 设备事件日志\n[2026-08-18T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:11:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-18T07:11:16] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T07:11:18] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T07:11:26] front_door_contact | BooleanState.StateValue = True\n[2026-08-18T07:11:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-18T07:11:27] front_door_lock | DoorLock.LockState = 1\n[2026-08-18T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T18:09:36] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T18:10:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-18T18:10:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T18:10:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T18:10:16] entrance_light | OnOff.OnOff = True\n[2026-08-18T18:10:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T18:10:27] living_room_light_1 | OnOff.OnOff = True\n[2026-08-18T18:10:29] living_room_ac | OnOff.OnOff = True\n[2026-08-18T18:10:29] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-18T18:30:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T18:34:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T18:39:36] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-18T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T18:50:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T19:04:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T19:09:36] bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00064_pair", "episode_id": "DPO_DEV_FP_00064", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 64\n\n## 跨天活动摘要\n- 2026-08-28: living_room=117, entrance=231, master_bedroom=229, kids_room=229, dining_room=224, master_bathroom=223\n- 2026-08-29: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n- 2026-08-30: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n\n## 设备事件日志\n[2026-08-28T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T07:23:10] master_bedroom_light | OnOff.OnOff = False\n[2026-08-28T07:23:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-28T07:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:33:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:41:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-28T07:52:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:03:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-28T08:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:11:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-28T08:22:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:33:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:41:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-28T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-28T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-28T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-28T17:27:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T17:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-28T17:41:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-28T17:41:13] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-28T17:45:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T17:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T17:56:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:12:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:16:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-28T18:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-28T18:36:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:46:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T18:52:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-28T19:36:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-29T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-29T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-29T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-29T18:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-29T18:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T19:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-30T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-30T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-30T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-30T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-30T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-30T18:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-30T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-30T19:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-30T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00065_pair", "episode_id": "DPO_DEV_FP_00065", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 128\n\n## 跨天活动摘要\n- 2026-07-13: living_room=113, bedroom=66, bathroom=55, entrance=15, kitchen=8\n- 2026-07-14: living_room=114, bathroom=223, bedroom=65, entrance=14, kitchen=8\n- 2026-07-15: living_room=112, bedroom=221, bathroom=59, entrance=14, kitchen=8\n\n## 设备事件日志\n[2026-07-13T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-13T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-13T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-13T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-13T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-13T07:24:26] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-13T07:24:31] front_door_contact | BooleanState.StateValue = True\n[2026-07-13T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-13T07:26:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-13T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-13T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-13T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-13T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-13T07:56:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-13T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-13T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-13T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-13T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-13T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-13T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-13T08:26:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-13T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-13T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-13T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-13T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-13T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-13T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-13T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-13T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-13T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-13T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-13T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-13T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-13T17:26:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-13T17:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2239\n[2026-07-13T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-13T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-13T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-13T17:56:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-13T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2222\n[2026-07-13T18:08:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-13T18:08:09] entrance_light | OnOff.OnOff = True\n[2026-07-13T18:08:27] living_room_ac | OnOff.OnOff = True\n[2026-07-13T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-07-13T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-13T18:18:16] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2642\n[2026-07-13T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2220\n[2026-07-13T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2711\n[2026-07-13T18:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2214\n[2026-07-13T18:38:16] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2702\n[2026-07-13T18:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-07-13T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-13T18:53:00] kitchen_light | OnOff.OnOff = True\n[2026-07-13T18:54:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-13T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2580\n[2026-07-13T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-13T19:03:16] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-13T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-13T19:33:16] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-14T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-14T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-14T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-14T17:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-14T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-14T17:14:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-14T17:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-14T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-14T17:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-14T17:34:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-14T17:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-07-14T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-14T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-14T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-14T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T17:59:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-14T18:05:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-14T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-07-14T18:05:15] entrance_light | OnOff.OnOff = True\n[2026-07-14T18:05:35] living_room_ac | OnOff.OnOff = True\n[2026-07-14T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-14T18:10:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-07-14T18:19:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-14T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-14T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-14T18:30:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2200\n[2026-07-14T18:39:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-14T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-14T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-14T19:00:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-14T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-14T19:30:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T23:53:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-15T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-15T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-15T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-15T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-15T17:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-15T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-15T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-15T17:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-07-15T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00066_pair", "episode_id": "DPO_DEV_FP_00066", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 67\n\n## 跨天活动摘要\n- 2026-08-03: living_room=112, master_bedroom=232, kids_room=227, entrance=226, dining_room=224, master_bathroom=52\n- 2026-08-04: living_room=116, kids_room=232, master_bedroom=228, entrance=227, dining_room=221, master_bathroom=58\n- 2026-08-05: living_room=116, kids_room=231, master_bedroom=230, entrance=230, dining_room=223, master_bathroom=55\n\n## 设备事件日志\n[2026-08-03T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-03T07:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T07:29:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T07:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T07:48:07] kitchen_light | OnOff.OnOff = False\n[2026-08-03T07:48:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T07:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-03T08:34:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T08:48:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-03T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-03T17:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T18:04:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T18:12:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-03T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-03T18:18:07] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T18:22:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T18:27:00] kitchen_light | OnOff.OnOff = True\n[2026-08-03T18:34:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T18:37:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T18:42:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T18:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T19:12:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T19:32:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-04T17:10:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T17:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T17:47:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-04T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-04T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T17:57:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:10:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-04T18:27:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:42:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T19:02:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T19:22:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-05T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-05T17:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T17:48:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-05T17:48:15] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-05T17:53:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:00:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-05T18:18:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:23:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:25:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-05T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-05T18:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:46:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T18:50:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00067_pair", "episode_id": "DPO_DEV_FP_00067", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 98\n\n## 跨天活动摘要\n- 2026-08-25: entrance=17, bedroom=221, living_room=112, bathroom=59, kitchen=8\n\n## 设备事件日志\n[2026-08-25T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T07:38:12] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-25T07:38:12] front_door_lock | DoorLock.LockState = 2\n[2026-08-25T07:38:14] front_door_contact | BooleanState.StateValue = False\n[2026-08-25T07:38:21] front_door_contact | BooleanState.StateValue = True\n[2026-08-25T07:38:22] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-25T07:38:22] front_door_lock | DoorLock.LockState = 1\n[2026-08-25T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-25T17:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2232\n[2026-08-25T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-25T17:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-25T17:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-08-25T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-25T18:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-08-25T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-25T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-25T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2220\n[2026-08-25T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-25T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-25T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2223\n[2026-08-25T18:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:13:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T18:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-25T18:14:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-25T18:14:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-25T18:14:16] entrance_light | OnOff.OnOff = True\n[2026-08-25T18:14:21] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:14:28] living_room_light_1 | OnOff.OnOff = True\n[2026-08-25T18:14:38] living_room_ac | OnOff.OnOff = True\n[2026-08-25T18:14:38] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-25T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-25T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-25T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-25T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-25T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-08-25T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-25T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-25T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2203\n[2026-08-25T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-25T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-25T18:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-08-25T18:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:34:21] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-25T18:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2201\n[2026-08-25T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-25T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2200\n[2026-08-25T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-25T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-25T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-25T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-25T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:43:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-25T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-25T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-25T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2195\n[2026-08-25T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-25T18:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:54:21] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-25T18:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2187\n[2026-08-25T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-25T19:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2185\n[2026-08-25T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-25T19:03:00] kitchen_light | OnOff.OnOff = True\n[2026-08-25T19:03:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-25T19:04:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-25T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-25T19:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2196\n[2026-08-25T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-25T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-25T19:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2182\n[2026-08-25T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-25T19:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T19:13:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-25T19:14:21] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-25T19:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2194\n[2026-08-25T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-25T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-25T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2610\n[2026-08-25T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-25T19:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2187\n[2026-08-25T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2670\n[2026-08-25T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-25T19:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2180\n[2026-08-25T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2676\n[2026-08-25T19:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T19:34:21] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T19:54:21] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T20:14:21] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-25T20:40:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00068_pair", "episode_id": "DPO_DEV_FP_00068", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 116\n\n## 跨天活动摘要\n- 2026-07-03: living_room=114, bedroom=219, bathroom=56, entrance=15, kitchen=8\n- 2026-07-04: living_room=195, bedroom=206, bathroom=54, kitchen=14, entrance=3\n- 2026-07-05: living_room=197, bedroom=208, bathroom=55, kitchen=14, entrance=3\n\n## 设备事件日志\n[2026-07-03T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-03T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-03T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-03T07:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T07:22:00] kitchen_light | OnOff.OnOff = False\n[2026-07-03T07:22:10] front_door_contact | BooleanState.StateValue = False\n[2026-07-03T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-03T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-03T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-03T07:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-03T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-03T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-03T08:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-07-03T08:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-03T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-03T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-03T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-03T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-03T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-03T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-03T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-03T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-03T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-03T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-03T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-03T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-03T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-03T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-03T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-03T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-03T18:01:43] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-03T18:07:09] entrance_light | OnOff.OnOff = True\n[2026-07-03T18:07:21] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-03T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-03T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2223\n[2026-07-03T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-03T18:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:27:11] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2717\n[2026-07-03T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-03T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2669\n[2026-07-03T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2193\n[2026-07-03T18:58:00] kitchen_light | OnOff.OnOff = True\n[2026-07-03T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-03T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-03T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-03T19:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-03T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-03T21:39:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T16:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T16:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T16:58:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-04T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-04T17:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-04T17:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-04T17:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-04T17:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-07-04T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-04T17:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:50:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T17:54:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-04T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2234\n[2026-07-04T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-04T18:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-04T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2213\n[2026-07-04T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-04T18:26:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-04T18:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2200\n[2026-07-04T18:36:08] kitchen_dishwasher | OnOff.OnOff = True\n[2026-07-04T18:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:40:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-04T19:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T19:23:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-05T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-05T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-05T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-05T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-05T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-05T17:34:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T17:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-05T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-05T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-05T18:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-07-05T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-05T18:07:00] kitchen_light | OnOff.OnOff = True\n[2026-07-05T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-05T18:14:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-05T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-07-05T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-05T18:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-05T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-07-05T18:41:10] kitchen_dishwasher | OnOff.OnOff = True\n[2026-07-05T18:44:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-05T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-05T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2189\n[2026-07-05T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n\n## 任务\n请从下面 3 天的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00069_pair", "episode_id": "DPO_DEV_FP_00069", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 26\n\n## 设备事件日志\n[2026-07-01T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T07:28:23] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-01T07:28:23] front_door_lock | DoorLock.LockState = 2\n[2026-07-01T07:28:25] front_door_contact | BooleanState.StateValue = False\n[2026-07-01T07:28:28] front_door_contact | BooleanState.StateValue = True\n[2026-07-01T07:28:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-01T07:28:29] front_door_lock | DoorLock.LockState = 1\n[2026-07-01T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T18:03:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-01T18:03:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-01T18:03:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-01T18:03:10] entrance_light | OnOff.OnOff = True\n[2026-07-01T18:03:16] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T18:05:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T18:13:58] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T18:23:16] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T18:25:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-01T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-01T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-07-01T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T18:43:16] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T18:43:58] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T18:45:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00070_pair", "episode_id": "DPO_DEV_FP_00070", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 101\n\n## 跨天活动摘要\n- 2026-07-29: entrance=17, living_room=112, bedroom=70, bathroom=56, kitchen=8\n\n## 设备事件日志\n[2026-07-29T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T07:20:11] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-29T07:20:11] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T07:20:13] front_door_contact | BooleanState.StateValue = False\n[2026-07-29T07:20:15] front_door_contact | BooleanState.StateValue = True\n[2026-07-29T07:20:16] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-29T07:20:16] front_door_lock | DoorLock.LockState = 1\n[2026-07-29T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-29T17:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2232\n[2026-07-29T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-29T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-29T17:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2236\n[2026-07-29T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-29T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-29T18:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-07-29T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-29T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-29T18:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2225\n[2026-07-29T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-29T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-07-29T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-29T18:14:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T18:15:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-29T18:15:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-29T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-07-29T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-29T18:15:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-29T18:15:17] entrance_light | OnOff.OnOff = True\n[2026-07-29T18:15:23] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T18:15:33] living_room_light_1 | OnOff.OnOff = True\n[2026-07-29T18:15:43] living_room_ac | OnOff.OnOff = True\n[2026-07-29T18:15:43] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-29T18:19:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-29T18:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-07-29T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-29T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-29T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2204\n[2026-07-29T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-29T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-29T18:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-07-29T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-29T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-29T18:35:23] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2210\n[2026-07-29T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-29T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-29T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-07-29T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T18:44:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-29T18:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2205\n[2026-07-29T18:49:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-29T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2203\n[2026-07-29T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-29T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-29T18:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2191\n[2026-07-29T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-29T18:55:23] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-29T19:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2184\n[2026-07-29T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-29T19:05:00] kitchen_light | OnOff.OnOff = True\n[2026-07-29T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-29T19:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2198\n[2026-07-29T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-29T19:05:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-29T19:06:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-29T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-29T19:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2185\n[2026-07-29T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-29T19:14:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-29T19:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2192\n[2026-07-29T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-29T19:15:23] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T19:19:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-29T19:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2176\n[2026-07-29T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2619\n[2026-07-29T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-29T19:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2178\n[2026-07-29T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2673\n[2026-07-29T19:35:23] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T19:55:23] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T20:18:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T20:43:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T21:49:09] entrance_light | OnOff.OnOff = False\n[2026-07-29T21:49:30] front_door_contact | BooleanState.StateValue = True\n[2026-07-29T21:49:31] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-29T21:49:31] front_door_lock | DoorLock.LockState = 1\n[2026-07-29T22:08:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T23:33:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T23:53:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00071_pair", "episode_id": "DPO_DEV_FP_00071", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 121\n\n## 跨天活动摘要\n- 2026-08-20: living_room=210, bedroom=241, kitchen=240, entrance=232, bathroom=57\n- 2026-08-21: living_room=211, bedroom=242, kitchen=240, entrance=230, bathroom=59\n- 2026-08-22: living_room=210, bedroom=242, kitchen=239, entrance=230, bathroom=62\n\n## 设备事件日志\n[2026-08-20T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-20T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-20T07:15:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-20T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-20T07:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-20T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-20T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-20T07:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T07:50:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-20T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-20T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-20T08:07:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T08:10:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-20T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-20T08:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T08:27:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-20T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-20T08:40:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-20T08:49:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T08:50:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-20T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-20T09:19:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-20T09:44:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-20T16:45:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-20T17:10:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-20T17:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-20T17:33:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T17:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T17:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2229\n[2026-08-20T17:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T17:45:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-20T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-20T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-20T18:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-08-20T18:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:20:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-20T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-20T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-20T18:43:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:45:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2201\n[2026-08-20T19:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2192\n[2026-08-20T19:05:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-20T19:30:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-20T20:43:11] front_door_lock | DoorLock.LockState = 1\n[2026-08-21T16:15:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-21T16:40:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-21T17:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-21T17:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:10:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-21T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-21T17:20:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:25:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-08-21T17:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2236\n[2026-08-21T17:40:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-21T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-21T17:50:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T18:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2223\n[2026-08-21T18:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-08-21T18:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-21T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-21T18:25:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T18:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-21T18:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2204\n[2026-08-21T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-21T19:00:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-21T19:25:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T19:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-22T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-22T16:52:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-22T17:17:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-22T17:36:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-22T17:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-22T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-22T17:52:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T17:56:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-22T18:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-22T18:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T18:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-22T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-22T18:27:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请从下面 3 天的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00072_pair", "episode_id": "DPO_DEV_FP_00072", "scenario_id": "T-INS-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: living_room\n- 重点设备: front_door_lock, living_room_occupancy\n- 已选事件数: 53\n\n## 跨天活动摘要\n- 2026-08-14: living_room=211, bedroom=242, kitchen=240, entrance=231, bathroom=59\n- 2026-08-15: living_room=210, bedroom=242, kitchen=239, entrance=230, bathroom=62\n- 2026-08-16: living_room=209, bedroom=242, kitchen=239, entrance=231, bathroom=63\n\n## 设备事件日志\n[2026-08-14T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:58:09] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-14T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-14T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-14T07:50:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:05:00] front_door_lock | DoorLock.LockState = 1\n[2026-08-14T08:13:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T08:21:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T08:25:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:06:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-14T16:40:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-14T17:15:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-14T18:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-14T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-14T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-14T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-14T18:31:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-14T19:15:12] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T07:04:11] front_door_lock | DoorLock.LockState = 1\n[2026-08-15T16:37:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-15T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-15T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-15T17:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T17:42:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T17:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:22:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:31:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T18:42:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-15T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-15T19:17:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T15:18:15] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-16T17:23:15] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T18:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-16T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-16T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-16T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-16T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-16T18:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00073_pair", "episode_id": "DPO_DEV_FP_00073", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 31\n\n## 设备事件日志\n[2026-08-04T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:04:05] front_door_lock | DoorLock.LockState = 2\n[2026-08-04T07:04:10] front_door_contact | BooleanState.StateValue = True\n[2026-08-04T07:04:11] front_door_lock | DoorLock.LockState = 1\n[2026-08-04T08:29:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-04T09:54:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T15:32:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T17:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T17:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:06:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:07:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:27:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-04T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-04T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-04T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:51:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:52:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T18:58:17] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T19:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T19:16:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T19:17:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T19:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T20:43:10] front_door_contact | BooleanState.StateValue = True\n[2026-08-04T20:43:11] front_door_lock | DoorLock.LockState = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00074_pair", "episode_id": "DPO_DEV_FP_00074", "scenario_id": "T-INS-03", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: entrance\n- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy\n- 已选事件数: 35\n\n## 设备事件日志\n[2026-08-26T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T07:38:25] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T07:38:28] front_door_contact | BooleanState.StateValue = True\n[2026-08-26T07:38:29] front_door_lock | DoorLock.LockState = 1\n[2026-08-26T16:35:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-26T16:35:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-26T17:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T17:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T18:03:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-26T18:03:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-26T18:03:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:05:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:08:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:13:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:23:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:25:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:28:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:33:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:40:00] kitchen_light | OnOff.OnOff = True\n[2026-08-26T18:40:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T18:41:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-26T18:42:00] entrance_light | OnOff.OnOff = True\n[2026-08-26T18:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:48:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:50:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:53:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T18:57:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-26T18:57:15] dining_room_light | OnOff.OnOff = True\n[2026-08-26T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T19:02:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T19:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_TP_00075_pair", "episode_id": "DPO_DEV_TP_00075", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 39\n\n## 跨天活动摘要\n- 2026-08-08: kitchen=17, bedroom=206, living_room=196, bathroom=53, entrance=3\n\n## 设备事件日志\n[2026-08-08T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-08T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-08T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-08T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-08T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-08T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-08T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-08T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-08T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-08T20:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-08T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-08T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-08T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-08T20:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:41:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-08T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-08T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-08T20:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:58:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-08T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-08T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-08T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-08T21:11:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-08T21:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-08T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-08T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-08T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-08T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-08T21:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00076_pair", "episode_id": "DPO_DEV_TP_00076", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 96\n\n## 跨天活动摘要\n- 2026-08-19: kitchen=14, master_bedroom=228, kids_room=228, entrance=225, dining_room=217, living_room=114\n\n## 设备事件日志\n[2026-08-19T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-19T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-19T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-19T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-19T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-19T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-19T19:52:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-08-19T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-19T20:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-19T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T20:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-19T20:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-19T20:05:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:06:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:09:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-19T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-19T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-19T20:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-19T20:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-19T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-19T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-19T20:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T20:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-19T20:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T20:35:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:36:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:39:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-19T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-19T20:40:04] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-19T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T20:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-19T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-19T20:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-19T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-19T20:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-19T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-19T21:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-19T21:05:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:06:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:09:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-19T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-19T21:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-19T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-19T21:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-19T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-19T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-19T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T21:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T21:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-19T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-19T21:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-19T21:35:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:36:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:39:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-19T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-08-19T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-19T21:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-19T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-19T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-19T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-19T21:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-19T22:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-19T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-19T22:05:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:06:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:09:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-19T22:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:22:24] front_door_contact | BooleanState.StateValue = True\n[2026-08-19T22:22:25] front_door_lock | DoorLock.LockState = 1\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00077_pair", "episode_id": "DPO_DEV_TP_00077", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 50\n\n## 跨天活动摘要\n- 2026-07-25: kitchen=243, bedroom=242, entrance=231, living_room=207, bathroom=56\n\n## 设备事件日志\n[2026-07-25T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-25T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-25T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-25T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-25T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-25T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-25T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-25T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-25T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-25T20:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:24:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:24:08] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-25T20:31:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-25T20:39:00] bathroom_light | OnOff.OnOff = False\n[2026-07-25T20:39:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:39:06] front_door_contact | BooleanState.StateValue = True\n[2026-07-25T20:39:07] front_door_lock | DoorLock.LockState = 1\n[2026-07-25T20:39:14] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-25T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-25T20:42:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-25T20:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-25T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-25T21:02:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:04:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-25T21:09:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:10:53] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-25T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-25T21:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:29:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-25T21:34:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-25T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-25T21:52:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:54:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-25T21:59:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T21:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00078_pair", "episode_id": "DPO_DEV_TP_00078", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 87\n\n## 跨天活动摘要\n- 2026-07-17: kitchen=242, bedroom=241, entrance=229, living_room=209, bathroom=61\n\n## 设备事件日志\n[2026-07-17T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-17T19:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-17T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-17T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-17T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-17T19:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-17T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-17T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-17T19:42:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-17T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-17T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-17T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-17T20:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2181\n[2026-07-17T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-17T20:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-17T20:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162\n[2026-07-17T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-17T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-17T20:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2171\n[2026-07-17T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-17T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-17T20:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164\n[2026-07-17T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-17T20:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156\n[2026-07-17T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-17T20:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-17T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-17T20:26:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-17T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-17T20:32:00] living_room_light | OnOff.OnOff = False\n[2026-07-17T20:32:06] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:32:06] bathroom_light | OnOff.OnOff = True\n[2026-07-17T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-17T20:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-07-17T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-17T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-17T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-17T20:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:42:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:45:00] bathroom_light | OnOff.OnOff = False\n[2026-07-17T20:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2154\n[2026-07-17T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-17T20:45:17] front_door_contact | BooleanState.StateValue = True\n[2026-07-17T20:45:18] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-17T20:45:18] front_door_lock | DoorLock.LockState = 1\n[2026-07-17T20:45:24] bedroom_light | OnOff.OnOff = True\n[2026-07-17T20:45:31] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-17T20:45:33] bedroom_light | OnOff.OnOff = False\n[2026-07-17T20:46:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-17T20:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159\n[2026-07-17T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-17T20:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165\n[2026-07-17T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-17T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-17T21:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164\n[2026-07-17T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-17T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-17T21:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-17T21:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-07-17T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-17T21:05:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-17T21:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-07-17T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-17T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-17T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2143\n[2026-07-17T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-17T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-17T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_TP_00079_pair", "episode_id": "DPO_DEV_TP_00079", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 47\n\n## 跨天活动摘要\n- 2026-08-22: kitchen=3, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n\n## 设备事件日志\n[2026-08-22T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-22T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-22T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-22T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-08-22T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-22T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-22T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-22T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-22T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-22T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-22T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-22T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-22T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-22T20:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T20:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T20:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T20:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T20:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T20:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-22T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-22T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-22T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-22T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-22T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-22T21:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-22T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-22T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-22T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-22T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-22T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-22T21:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_TP_00080_pair", "episode_id": "DPO_DEV_TP_00080", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 103\n\n## 跨天活动摘要\n- 2026-07-22: kitchen=14, kids_room=231, master_bedroom=229, entrance=227, dining_room=224, living_room=111\n\n## 设备事件日志\n[2026-07-22T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-22T19:04:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-22T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-22T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-22T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-22T19:32:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-07-22T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-22T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-22T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-22T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-22T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-22T20:01:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:04:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-22T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-22T20:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:09:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-22T20:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-22T20:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-22T20:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T20:21:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:24:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-22T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-22T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-22T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-22T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-22T20:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:39:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-22T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-22T20:41:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:44:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-22T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-22T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-22T20:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-22T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-22T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-22T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-22T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-22T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-22T21:01:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:04:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-22T21:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-22T21:05:02] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-22T21:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:09:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-22T21:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-22T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-22T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-22T21:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-22T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-22T21:21:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:24:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-22T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-22T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-22T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-22T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-22T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-22T21:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:39:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T21:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-22T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-22T21:41:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:44:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-22T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-22T21:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-22T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-22T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-22T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-22T22:01:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T22:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T22:04:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-22T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-22T22:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T22:09:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-22T22:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-22T22:12:08] living_room_ac | OnOff.OnOff = False\n[2026-07-22T22:12:25] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-22T22:12:31] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-22T22:12:34] master_bedroom_light | OnOff.OnOff = False\n[2026-07-22T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-22T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-22T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-22T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_TP_00081_pair", "episode_id": "DPO_DEV_TP_00081", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 119\n\n## 跨天活动摘要\n- 2026-07-12: kitchen=17, living_room=194, bathroom=55, entrance=51, master_bedroom=48, second_bedroom=48\n\n## 设备事件日志\n[2026-07-12T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-12T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-12T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-12T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-12T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-12T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-12T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-12T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-12T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-12T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-12T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-12T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-12T20:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-12T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-12T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-12T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-12T20:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-12T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-12T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-12T20:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-12T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-12T20:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-12T20:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-12T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-12T20:19:52] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-12T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-12T20:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-12T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-12T20:23:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-12T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T20:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-12T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-12T20:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-12T20:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-12T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-12T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-12T20:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-12T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T20:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T20:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T20:49:52] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-12T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-12T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-12T20:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-12T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-12T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-12T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-12T21:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-12T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-12T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-12T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-12T21:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-12T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-12T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-12T21:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-12T21:19:52] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-12T21:23:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-12T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T21:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-12T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-12T21:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-12T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-12T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-12T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-12T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-12T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-12T21:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-12T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-12T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-12T21:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-12T21:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T21:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-12T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-12T21:49:52] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-12T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-12T21:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-12T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-12T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T21:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-12T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_TP_00082_pair", "episode_id": "DPO_DEV_TP_00082", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 51\n\n## 跨天活动摘要\n- 2026-07-15: kitchen=242, bedroom=241, entrance=230, living_room=207, bathroom=60\n\n## 设备事件日志\n[2026-07-15T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-15T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-15T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-15T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-15T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-15T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-15T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-15T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-15T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-15T20:16:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:23:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-15T20:28:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-15T20:33:02] bathroom_light | OnOff.OnOff = True\n[2026-07-15T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-15T20:36:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:38:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-15T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-15T20:50:00] bathroom_light | OnOff.OnOff = False\n[2026-07-15T20:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:50:16] front_door_contact | BooleanState.StateValue = True\n[2026-07-15T20:50:17] front_door_lock | DoorLock.LockState = 1\n[2026-07-15T20:50:28] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-15T20:53:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T20:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-15T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-15T21:00:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-15T21:13:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:16:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-15T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-15T21:20:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:21:32] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-15T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-15T21:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-15T21:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-15T21:45:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-15T22:03:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00083_pair", "episode_id": "DPO_DEV_TP_00083", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 134\n\n## 跨天活动摘要\n- 2026-07-11: kitchen=3, living_room=48, master_bedroom=48, second_bedroom=48, bathroom=48, entrance=48\n\n## 设备事件日志\n[2026-07-11T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-11T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-11T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-11T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-11T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-11T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-11T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-11T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-11T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-11T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-11T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-11T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-11T20:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-11T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-11T20:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-11T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-11T20:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-11T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-11T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-11T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-11T20:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-11T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-11T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-11T20:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-11T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-11T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-11T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-11T20:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-11T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-11T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-11T20:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-11T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-11T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-11T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-11T20:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-11T20:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-11T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-11T20:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-11T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-11T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-11T20:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-11T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-11T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-11T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-11T20:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-11T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-11T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-11T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-11T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-11T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-11T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-11T20:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-11T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-11T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-11T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-11T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-11T21:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-11T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-11T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-11T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-11T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-11T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-11T21:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-11T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-11T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-11T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-11T21:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-11T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-11T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-11T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T21:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-11T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-11T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-11T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-11T21:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-11T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-11T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-11T21:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-11T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-11T21:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-11T21:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-11T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-11T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T21:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-11T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-11T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-11T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-11T21:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-11T21:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-11T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-11T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-11T21:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-11T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-11T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-11T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-11T21:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-11T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-11T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-11T22:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T22:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T22:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T22:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-11T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-11T22:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-11T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-11T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-11T22:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-11T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00084_pair", "episode_id": "DPO_DEV_TP_00084", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 35\n\n## 跨天活动摘要\n- 2026-08-16: kitchen=17, bedroom=207, living_room=193, bathroom=55, entrance=3\n\n## 设备事件日志\n[2026-08-16T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-16T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-16T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-16T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-16T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-16T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-16T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-16T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-16T20:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T20:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-16T20:22:14] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-16T20:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T20:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-16T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-16T20:52:14] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-16T20:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T20:58:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-16T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-16T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-16T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-16T21:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T21:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-16T21:22:14] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-16T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-16T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-16T21:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T21:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-16T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_TP_00085_pair", "episode_id": "DPO_DEV_TP_00085", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 100\n\n## 跨天活动摘要\n- 2026-08-08: kitchen=17, bedroom=207, living_room=192, bathroom=56, entrance=3\n\n## 设备事件日志\n[2026-08-08T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-08T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-08T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-08T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-08T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-08T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-08-08T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-08T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-08T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-08T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-08T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-08T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-08T20:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2168\n[2026-08-08T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-08T20:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-08T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-08T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-08T20:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158\n[2026-08-08T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-08T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-08T20:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156\n[2026-08-08T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-08T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-08T20:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-08-08T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-08T20:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:24:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-08T20:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162\n[2026-08-08T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-08T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-08T20:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-08-08T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-08T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-08T20:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159\n[2026-08-08T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-08T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-08T20:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165\n[2026-08-08T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-08T20:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T20:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152\n[2026-08-08T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-08T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-08T20:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148\n[2026-08-08T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-08T20:54:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-08T20:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-08-08T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-08T21:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162\n[2026-08-08T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-08T21:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-08T21:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-08T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-08T21:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2149\n[2026-08-08T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-08T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-08T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151\n[2026-08-08T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-08T21:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145\n[2026-08-08T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-08T21:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-08T21:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:24:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-08T21:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-08-08T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-08T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-08T21:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-08-08T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-08T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-08T21:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2142\n[2026-08-08T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-08T21:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-08-08T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-08T21:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-08-08T21:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-08T21:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159\n[2026-08-08T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-08T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-08T21:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-08-08T21:54:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-08T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-08T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-08-08T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-08T22:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T22:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-08T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-08-08T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00086_pair", "episode_id": "DPO_DEV_TP_00086", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 49\n\n## 跨天活动摘要\n- 2026-07-20: kitchen=242, bedroom=243, entrance=229, living_room=209, bathroom=58\n\n## 设备事件日志\n[2026-07-20T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-20T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-20T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-20T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-20T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-20T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-20T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-20T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-20T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-20T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-20T20:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:19:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:20:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:21:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-20T20:40:00] living_room_light | OnOff.OnOff = False\n[2026-07-20T20:40:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:40:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:43:19] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-20T20:43:28] bedroom_light | OnOff.OnOff = True\n[2026-07-20T20:43:37] bedroom_light | OnOff.OnOff = False\n[2026-07-20T20:44:28] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T20:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-20T20:54:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-20T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-20T21:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:08:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-20T21:14:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-20T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-20T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-20T21:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:33:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-20T21:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-20T21:44:28] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-20T21:51:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T21:58:09] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-20T22:04:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00087_pair", "episode_id": "DPO_DEV_TP_00087", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 43\n\n## 跨天活动摘要\n- 2026-08-19: kitchen=14, master_bedroom=231, entrance=229, living_room=116, second_bedroom=48, bathroom=48\n\n## 设备事件日志\n[2026-08-19T19:30:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-19T19:30:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-19T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-19T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-19T19:51:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-08-19T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-19T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-19T20:16:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T20:21:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-19T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T20:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-19T20:41:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-19T20:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-19T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-19T21:01:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T21:16:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-19T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-19T21:21:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-19T21:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-19T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-08-19T21:41:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-19T21:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-08-19T22:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:01:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00088_pair", "episode_id": "DPO_DEV_TP_00088", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 45\n\n## 跨天活动摘要\n- 2026-07-06: kitchen=14, master_bedroom=232, kids_room=232, entrance=228, dining_room=218, living_room=110\n\n## 设备事件日志\n[2026-07-06T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-06T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-06T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-06T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-06T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-06T20:17:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:23:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:24:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-06T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T20:34:47] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-06T20:37:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:43:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:44:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-06T20:57:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:00:00] kids_room_light | OnOff.OnOff = False\n[2026-07-06T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-06T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-06T21:00:09] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-06T21:04:47] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T21:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:13:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:14:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-06T21:17:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-06T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-06T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T21:34:47] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-06T21:37:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-06T21:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:43:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:44:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00089_pair", "episode_id": "DPO_DEV_TP_00089", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 41\n\n## 跨天活动摘要\n- 2026-07-07: kitchen=11, entrance=230, living_room=110, bathroom=54, master_bedroom=48, second_bedroom=48\n\n## 设备事件日志\n[2026-07-07T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-07T19:40:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-07T19:40:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-07T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-07T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-07T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-07T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-07T20:15:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T20:28:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-07T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T20:32:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-07T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-07T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-07T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-07T20:52:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-07T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-07T21:00:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-07T21:20:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:28:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-07T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T21:32:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-07T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-07T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-07T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-07T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-07T21:51:00] living_room_light_1 | OnOff.OnOff = False\n[2026-07-07T21:51:11] living_room_ac | OnOff.OnOff = False\n[2026-07-07T21:51:35] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-07T21:52:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-07T22:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T22:00:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T22:20:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00090_pair", "episode_id": "DPO_DEV_TP_00090", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 49\n\n## 跨天活动摘要\n- 2026-07-24: kitchen=242, bedroom=242, entrance=230, living_room=209, bathroom=58\n\n## 设备事件日志\n[2026-07-24T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-24T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-24T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-24T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-24T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-24T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-24T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-24T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-24T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-24T20:16:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:21:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:24:00] living_room_light | OnOff.OnOff = False\n[2026-07-24T20:24:04] bathroom_light | OnOff.OnOff = True\n[2026-07-24T20:29:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-24T20:35:06] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-24T20:35:09] bedroom_light | OnOff.OnOff = True\n[2026-07-24T20:35:20] bedroom_light | OnOff.OnOff = False\n[2026-07-24T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-24T20:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:45:02] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:46:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-24T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-24T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-24T21:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:05:02] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:06:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:06:55] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-24T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-24T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-24T21:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:30:02] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-24T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-24T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-24T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-24T21:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:51:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:55:02] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T21:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00091_pair", "episode_id": "DPO_DEV_TP_00091", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 118\n\n## 跨天活动摘要\n- 2026-08-19: kitchen=11, living_room=113, bedroom=66, bathroom=58, entrance=14\n\n## 设备事件日志\n[2026-08-19T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-19T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-19T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-19T19:12:00] kitchen_light | OnOff.OnOff = True\n[2026-08-19T19:12:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-19T19:13:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-19T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-19T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2611\n[2026-08-19T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2672\n[2026-08-19T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2691\n[2026-08-19T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2686\n[2026-08-19T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2687\n[2026-08-19T19:41:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-19T19:41:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-19T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2636\n[2026-08-19T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2595\n[2026-08-19T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2560\n[2026-08-19T19:56:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-08-19T19:56:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-08-19T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-19T20:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2168\n[2026-08-19T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-19T20:01:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-19T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-19T20:08:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-19T20:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2167\n[2026-08-19T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-19T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-19T20:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158\n[2026-08-19T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-19T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-19T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-19T20:21:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-19T20:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-08-19T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-19T20:28:30] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T20:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156\n[2026-08-19T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-19T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T20:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151\n[2026-08-19T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T20:38:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-19T20:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-08-19T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-19T20:41:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-19T20:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162\n[2026-08-19T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-19T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-19T20:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-08-19T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-19T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-19T20:58:30] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T21:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2154\n[2026-08-19T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-19T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-19T21:01:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-19T21:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152\n[2026-08-19T21:08:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-19T21:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161\n[2026-08-19T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-19T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-08-19T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-19T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-19T21:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-08-19T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-19T21:21:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-19T21:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2142\n[2026-08-19T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-19T21:28:30] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T21:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-08-19T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-19T21:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145\n[2026-08-19T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-19T21:38:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-19T21:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2143\n[2026-08-19T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-19T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-08-19T21:41:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-19T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-19T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-19T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-19T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2147\n[2026-08-19T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-19T21:58:30] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2140\n[2026-08-19T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-19T22:01:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161\n[2026-08-19T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-19T22:06:00] living_room_light_1 | OnOff.OnOff = False\n[2026-08-19T22:06:03] entrance_light | OnOff.OnOff = False\n[2026-08-19T22:06:09] living_room_ac | OnOff.OnOff = False\n[2026-08-19T22:06:13] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:06:15] bedroom_light | OnOff.OnOff = True\n[2026-08-19T22:06:25] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-19T22:06:35] front_door_contact | BooleanState.StateValue = True\n[2026-08-19T22:06:36] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-19T22:06:36] front_door_lock | DoorLock.LockState = 1\n[2026-08-19T22:08:59] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T22:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-08-19T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00092_pair", "episode_id": "DPO_DEV_TP_00092", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 89\n\n## 跨天活动摘要\n- 2026-08-02: kitchen=243, bedroom=241, entrance=231, living_room=208, bathroom=58\n\n## 设备事件日志\n[2026-08-02T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-02T19:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-02T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-02T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-02T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-02T19:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-08-02T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-02T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-02T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-02T19:40:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-02T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-02T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-02T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-02T20:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2173\n[2026-08-02T20:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:00:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T20:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-02T20:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164\n[2026-08-02T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-02T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-02T20:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158\n[2026-08-02T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-02T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-02T20:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2174\n[2026-08-02T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-02T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-02T20:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163\n[2026-08-02T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-02T20:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-02T20:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2168\n[2026-08-02T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-02T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-02T20:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2170\n[2026-08-02T20:30:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-02T20:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-08-02T20:39:00] living_room_light | OnOff.OnOff = False\n[2026-08-02T20:39:06] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:39:06] bathroom_light | OnOff.OnOff = True\n[2026-08-02T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-02T20:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156\n[2026-08-02T20:40:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T20:45:00] bathroom_light | OnOff.OnOff = False\n[2026-08-02T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-02T20:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-08-02T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-02T20:45:12] front_door_contact | BooleanState.StateValue = True\n[2026-08-02T20:45:13] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-02T20:45:13] front_door_lock | DoorLock.LockState = 1\n[2026-08-02T20:45:18] bedroom_light | OnOff.OnOff = True\n[2026-08-02T20:45:26] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-02T20:45:29] bedroom_light | OnOff.OnOff = False\n[2026-08-02T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-02T20:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2154\n[2026-08-02T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-02T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-02T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-02T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-02T21:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2149\n[2026-08-02T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-02T21:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-02T21:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T21:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-02T21:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-08-02T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-02T21:05:07] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-02T21:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163\n[2026-08-02T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-02T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-02T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-08-02T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-02T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-02T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00093_pair", "episode_id": "DPO_DEV_TP_00093", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 42\n\n## 跨天活动摘要\n- 2026-07-17: kitchen=14, kids_room=229, entrance=229, master_bedroom=227, dining_room=223, living_room=114\n\n## 设备事件日志\n[2026-07-17T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-17T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-17T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-17T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-17T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-17T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-17T20:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:18:03] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:24:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-17T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T20:38:25] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T20:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:44:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-17T20:45:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T20:48:04] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-17T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-17T20:58:03] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-17T21:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:08:25] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T21:14:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-17T21:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:18:03] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-17T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-17T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T21:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:38:25] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-17T21:44:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-17T21:45:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T21:48:03] kids_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00094_pair", "episode_id": "DPO_DEV_TP_00094", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 103\n\n## 跨天活动摘要\n- 2026-07-22: kitchen=14, entrance=229, master_bedroom=227, living_room=116, second_bedroom=48, bathroom=48\n\n## 设备事件日志\n[2026-07-22T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-22T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-22T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-22T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-22T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-22T19:26:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-22T19:26:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-22T19:27:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-22T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-22T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-22T19:37:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-07-22T19:37:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-07-22T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-22T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-22T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-22T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-22T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-22T20:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-22T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-22T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-22T20:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-22T20:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:03:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-22T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-22T20:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-22T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-22T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-22T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-22T20:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-22T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-22T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-22T20:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-22T20:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-22T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-22T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-22T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-22T20:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-22T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-22T20:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:23:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-22T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-22T20:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-22T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-22T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-22T20:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-22T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-22T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-22T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-22T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-22T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-22T20:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-22T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-22T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-22T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-22T20:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-22T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-22T20:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:43:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-22T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T20:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-22T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-22T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-22T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-22T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-22T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-22T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-22T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-22T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-22T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-22T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-22T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-22T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-22T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-22T21:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:03:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-22T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-22T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-22T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-22T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-22T21:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-22T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-22T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-22T21:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-22T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-22T21:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-22T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-22T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-22T21:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:23:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-22T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-22T21:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-22T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-22T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00095_pair", "episode_id": "DPO_DEV_TP_00095", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 39\n\n## 跨天活动摘要\n- 2026-07-07: kitchen=11, entrance=228, living_room=113, bathroom=57, master_bedroom=48, second_bedroom=48\n\n## 设备事件日志\n[2026-07-07T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2674\n[2026-07-07T19:47:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-07T19:48:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-07T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-07T19:58:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-07-07T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-07T20:16:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T20:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T20:36:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T20:43:51] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-07T20:48:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-07T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-07T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-07T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-07T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-07T21:08:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:16:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-07T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T21:36:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-07T21:43:51] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-07T21:48:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-07T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-07T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-07T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-07T22:08:00] living_room_light_1 | OnOff.OnOff = False\n[2026-07-07T22:08:08] entrance_light | OnOff.OnOff = False\n[2026-07-07T22:08:36] front_door_contact | BooleanState.StateValue = True\n[2026-07-07T22:08:37] front_door_lock | DoorLock.LockState = 1\n[2026-07-07T22:13:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T22:16:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00096_pair", "episode_id": "DPO_DEV_TP_00096", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 104\n\n## 跨天活动摘要\n- 2026-07-03: kitchen=14, entrance=231, master_bedroom=230, living_room=116, second_bedroom=48, bathroom=48\n\n## 设备事件日志\n[2026-07-03T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-03T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-03T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-03T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-03T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-03T19:28:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-03T19:28:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-03T19:29:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-03T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-03T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-03T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-03T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-03T19:50:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-07-03T19:50:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-07-03T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-03T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-03T20:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-03T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-03T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T20:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T20:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:03:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-03T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-03T20:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-03T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-03T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-03T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-03T20:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-03T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-03T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-03T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-03T20:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-03T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-03T20:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:23:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-03T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-03T20:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-03T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-03T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-03T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-03T20:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-03T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-03T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-03T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-03T20:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-03T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-03T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-03T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-03T20:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-03T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-03T20:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:43:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-03T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-03T20:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-03T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-03T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-03T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-03T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-03T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-03T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-03T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-03T20:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-03T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-03T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-03T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-03T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-03T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-03T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-03T21:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T21:03:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-03T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-03T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-03T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-03T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-03T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-03T21:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-03T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-03T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-03T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-03T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-03T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-03T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-03T21:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-03T21:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-03T21:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T21:23:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-03T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-03T21:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-03T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-03T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00097_pair", "episode_id": "DPO_DEV_TP_00097", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 91\n\n## 跨天活动摘要\n- 2026-07-13: kitchen=242, bedroom=242, entrance=230, living_room=208, bathroom=60\n\n## 设备事件日志\n[2026-07-13T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-13T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-13T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-13T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-13T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-13T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-13T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-13T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-13T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-13T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-13T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-13T20:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-07-13T20:05:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2170\n[2026-07-13T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-13T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-13T20:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162\n[2026-07-13T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-13T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T20:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161\n[2026-07-13T20:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:35:00] living_room_light | OnOff.OnOff = False\n[2026-07-13T20:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2171\n[2026-07-13T20:35:03] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-13T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-13T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-13T20:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-13T20:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:52:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:52:12] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-13T20:52:14] bedroom_light | OnOff.OnOff = True\n[2026-07-13T20:52:23] bedroom_light | OnOff.OnOff = False\n[2026-07-13T20:53:02] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T20:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165\n[2026-07-13T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-13T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-13T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-13T21:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:05:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-13T21:11:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-07-13T21:17:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-13T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-13T21:23:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-13T21:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-07-13T21:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-13T21:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148\n[2026-07-13T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-13T21:42:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-13T21:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2142\n[2026-07-13T21:50:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:53:02] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158\n[2026-07-13T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-13T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T22:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156\n[2026-07-13T22:07:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-13T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-13T22:13:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-07-13T22:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-13T22:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-13T22:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148\n[2026-07-13T22:32:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-13T22:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-07-13T22:40:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T23:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T23:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00098_pair", "episode_id": "DPO_DEV_TP_00098", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 103\n\n## 跨天活动摘要\n- 2026-08-14: kitchen=14, kids_room=229, entrance=229, master_bedroom=228, dining_room=219, living_room=115\n\n## 设备事件日志\n[2026-08-14T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-14T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-14T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-14T19:23:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-14T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-14T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-14T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-14T19:52:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-08-14T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-14T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-14T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-14T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:01:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:03:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-14T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-14T20:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:07:20] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T20:13:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-14T20:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-14T20:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-14T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-14T20:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-14T20:26:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:28:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-14T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T20:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:37:20] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-14T20:43:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T20:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-14T20:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:48:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-14T20:54:00] kids_room_light | OnOff.OnOff = False\n[2026-08-14T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T20:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-14T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-14T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-14T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T21:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:07:20] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:08:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-14T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-14T21:13:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T21:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-14T21:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:16:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-14T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-14T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-14T21:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-14T21:28:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-14T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-14T21:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:37:20] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-14T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-14T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-08-14T21:43:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-14T21:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T21:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:48:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-14T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-14T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-14T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-14T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-14T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-14T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-14T22:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:07:20] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T22:08:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-14T22:13:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-14T22:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:16:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-14T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-14T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00099_pair", "episode_id": "DPO_DEV_TP_00099", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 102\n\n## 跨天活动摘要\n- 2026-08-26: kitchen=14, kids_room=232, entrance=230, master_bedroom=227, dining_room=222, living_room=113\n\n## 设备事件日志\n[2026-08-26T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-26T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-26T19:20:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-08-26T19:20:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-08-26T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-26T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-26T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-26T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-26T20:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-26T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:02:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-26T20:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-26T20:07:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:09:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-26T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-26T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-26T20:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-26T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-26T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-26T20:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:22:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-26T20:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-26T20:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-26T20:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-26T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-26T20:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-26T20:37:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:39:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-26T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-26T20:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:42:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:43:03] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-26T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-26T20:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-26T20:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-26T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-26T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-26T20:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-26T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-26T21:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-26T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-26T21:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:02:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-26T21:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-26T21:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:07:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:09:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-26T21:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-26T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-26T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-26T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-26T21:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:22:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-26T21:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-26T21:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-26T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-26T21:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-26T21:37:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:39:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-26T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-26T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-08-26T21:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:42:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-26T21:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-26T21:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-26T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-26T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-26T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-26T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-26T22:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-26T22:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:02:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-26T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-26T22:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:07:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:09:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-26T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-26T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-26T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-26T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-26T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-26T22:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:22:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-26T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-26T22:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00100_pair", "episode_id": "DPO_DEV_TP_00100", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 83\n\n## 跨天活动摘要\n- 2026-08-27: kitchen=242, bedroom=240, entrance=231, living_room=209, bathroom=59\n\n## 设备事件日志\n[2026-08-27T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-27T19:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-27T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-27T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-27T19:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-27T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-27T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-27T19:42:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-27T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-27T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-27T20:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2177\n[2026-08-27T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-27T20:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:02:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-27T20:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2172\n[2026-08-27T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-27T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-27T20:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163\n[2026-08-27T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-27T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-27T20:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165\n[2026-08-27T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-27T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-27T20:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-08-27T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-27T20:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-27T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-27T20:26:18] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-27T20:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2154\n[2026-08-27T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-27T20:34:00] living_room_light | OnOff.OnOff = False\n[2026-08-27T20:34:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:34:09] bathroom_light | OnOff.OnOff = True\n[2026-08-27T20:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2167\n[2026-08-27T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-27T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-27T20:41:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:42:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:42:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-27T20:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-08-27T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-27T20:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159\n[2026-08-27T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-27T20:53:00] bathroom_light | OnOff.OnOff = False\n[2026-08-27T20:53:10] front_door_contact | BooleanState.StateValue = True\n[2026-08-27T20:53:11] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-27T20:53:11] front_door_lock | DoorLock.LockState = 1\n[2026-08-27T20:53:14] bedroom_light | OnOff.OnOff = True\n[2026-08-27T20:53:19] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-27T20:53:25] bedroom_light | OnOff.OnOff = False\n[2026-08-27T20:53:55] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-27T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-27T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-27T21:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164\n[2026-08-27T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-27T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-27T21:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T21:02:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T21:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T21:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163\n[2026-08-27T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-27T21:08:07] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-27T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-27T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-27T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-08-27T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-27T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-27T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00101_pair", "episode_id": "DPO_DEV_TP_00101", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 106\n\n## 跨天活动摘要\n- 2026-08-14: kitchen=11, entrance=228, living_room=108, bathroom=56, master_bedroom=48, second_bedroom=48\n\n## 设备事件日志\n[2026-08-14T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-14T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-14T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-14T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-14T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-14T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-14T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-14T19:43:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-14T19:43:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-14T19:44:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-14T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-14T19:48:00] kitchen_dishwasher | OnOff.OnOff = True\n[2026-08-14T19:48:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-08-14T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-14T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-14T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-14T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-14T20:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-14T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:03:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-08-14T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T20:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-14T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-14T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-14T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-14T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-14T20:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T20:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-14T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T20:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-14T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-14T20:23:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-14T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-14T20:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T20:28:07] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-14T20:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-14T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-14T20:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T20:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-14T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-14T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-14T20:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-14T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-14T20:43:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-14T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-14T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-14T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-14T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T20:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-14T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-14T20:58:07] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-14T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-14T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-08-14T21:03:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-14T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-14T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-14T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-14T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-14T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T21:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-14T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-14T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-14T21:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-14T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-08-14T21:23:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-14T21:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-14T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-14T21:28:07] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-14T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T21:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-14T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-14T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-14T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-14T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00102_pair", "episode_id": "DPO_DEV_TP_00102", "scenario_id": "T-FG-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_smoke_alarm\n- 已选事件数: 100\n\n## 跨天活动摘要\n- 2026-07-19: kitchen=17, bedroom=207, living_room=196, bathroom=54, entrance=3\n\n## 设备事件日志\n[2026-07-19T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-19T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-19T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-19T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-19T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-19T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-19T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-19T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-19T19:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-19T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-19T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-19T20:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2171\n[2026-07-19T20:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T20:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-19T20:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2167\n[2026-07-19T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-19T20:06:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-19T20:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2174\n[2026-07-19T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-19T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-19T20:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2176\n[2026-07-19T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-19T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-19T20:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2175\n[2026-07-19T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-19T20:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T20:22:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-19T20:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2166\n[2026-07-19T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-19T20:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2169\n[2026-07-19T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-19T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-19T20:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156\n[2026-07-19T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-19T20:36:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-19T20:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-07-19T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-19T20:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T20:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-19T20:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-07-19T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-19T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-19T20:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-07-19T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-19T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-19T20:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158\n[2026-07-19T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-19T21:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2154\n[2026-07-19T21:00:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 35\n[2026-07-19T21:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T21:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-19T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-19T21:06:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T21:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2149\n[2026-07-19T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-19T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2147\n[2026-07-19T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-19T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-19T21:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-07-19T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-19T21:20:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 48\n[2026-07-19T21:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T21:22:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-19T21:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159\n[2026-07-19T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-19T21:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158\n[2026-07-19T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-19T21:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161\n[2026-07-19T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-19T21:36:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-19T21:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-07-19T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-19T21:40:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 59\n[2026-07-19T21:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T21:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-19T21:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151\n[2026-07-19T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-19T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-19T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-19T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-19T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148\n[2026-07-19T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-19T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-19T22:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-07-19T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-19T22:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T22:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-19T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145\n[2026-07-19T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-19T22:06:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00103_pair", "episode_id": "DPO_DEV_FP_00103", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 44\n\n## 跨天活动摘要\n- 2026-08-01: kitchen=17, bedroom=208, living_room=194, bathroom=56, entrance=3\n\n## 设备事件日志\n[2026-08-01T09:23:40] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-01T09:25:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-01T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-01T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-01T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-01T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-01T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-01T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-01T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-01T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-01T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-01T11:15:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T11:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-01T11:24:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-01T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-01T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-01T11:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T11:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-01T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-01T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-01T11:54:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-01T11:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T11:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2602\n[2026-08-01T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-01T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2658\n[2026-08-01T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2717\n[2026-08-01T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-01T12:12:00] kitchen_light | OnOff.OnOff = True\n[2026-08-01T12:12:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-01T12:13:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-01T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2774\n[2026-08-01T12:15:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T12:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-01T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2848\n[2026-08-01T12:24:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2903\n[2026-08-01T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-01T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2917\n[2026-08-01T12:32:00] kitchen_cook_surface | OnOff.OnOff = False\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00104_pair", "episode_id": "DPO_DEV_FP_00104", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 38\n\n## 跨天活动摘要\n- 2026-08-27: kitchen=11, bedroom=217, living_room=113, bathroom=56, entrance=14\n\n## 设备事件日志\n[2026-08-27T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-27T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-27T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-27T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-27T11:16:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T11:21:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-27T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-27T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T11:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-27T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T11:51:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-27T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-27T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-27T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-27T12:16:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-27T12:21:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-27T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-27T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-27T12:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-27T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-27T12:51:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00105_pair", "episode_id": "DPO_DEV_FP_00105", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 46\n\n## 跨天活动摘要\n- 2026-08-19: kitchen=243, bedroom=241, entrance=230, living_room=209, bathroom=60\n\n## 设备事件日志\n[2026-08-19T05:54:34] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-19T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-19T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-19T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-19T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-19T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-19T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-19T11:07:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:08:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-19T11:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-19T11:24:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:25:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T11:27:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:34:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-19T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-19T11:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-19T11:47:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:49:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-19T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-19T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-19T12:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-19T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-19T12:12:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:14:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-19T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-19T12:25:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T12:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-19T12:37:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:44:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-19T12:53:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T12:55:57] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T13:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T13:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-19T13:09:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00106_pair", "episode_id": "DPO_DEV_FP_00106", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 122\n\n## 跨天活动摘要\n- 2026-08-17: kitchen=11, living_room=112, bedroom=72, bathroom=55, entrance=14\n\n## 设备事件日志\n[2026-08-17T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-17T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-17T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-17T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-17T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-17T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-17T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-17T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-17T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-17T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-17T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-17T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:01:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-17T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-17T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-17T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-17T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-17T11:12:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-17T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-17T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-17T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-17T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-17T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-17T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-17T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-17T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-17T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:31:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-17T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-17T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-17T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-17T11:42:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-17T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-17T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-17T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-17T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-17T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-17T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-17T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-17T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-17T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-17T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-17T12:01:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-17T12:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-17T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-17T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-17T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-17T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-17T12:12:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-17T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-17T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-17T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-17T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-17T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-17T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-17T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-17T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-17T12:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-17T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-17T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:31:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-17T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-17T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-17T12:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-17T12:42:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-17T12:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-17T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-17T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-17T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-17T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-17T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-17T12:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-17T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-17T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-17T13:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-17T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-17T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T13:01:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-17T13:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-17T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-17T13:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-17T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-17T13:12:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-17T13:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-17T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-17T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-17T13:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-17T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-17T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-17T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-17T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-17T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-17T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-17T13:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-17T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-17T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-17T13:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-17T14:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-17T14:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-17T14:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-17T14:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-17T14:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-17T18:52:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-17T19:44:00] kitchen_cook_surface | OnOff.OnOff = False\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00107_pair", "episode_id": "DPO_DEV_FP_00107", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 49\n\n## 跨天活动摘要\n- 2026-07-21: kitchen=241, bedroom=243, entrance=230, living_room=208, bathroom=63\n\n## 设备事件日志\n[2026-07-21T06:06:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-21T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-21T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-21T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-21T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-21T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-21T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-21T11:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-21T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-21T11:01:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-21T11:05:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:17:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-21T11:21:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-21T11:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-21T11:37:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-21T11:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:50:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-21T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-21T12:02:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-21T12:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:07:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-07-21T12:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-21T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-07-21T12:27:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:28:08] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-21T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-21T12:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:37:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-21T12:43:04] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:47:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-21T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-21T13:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T13:03:04] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T13:05:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T13:07:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_FP_00108_pair", "episode_id": "DPO_DEV_FP_00108", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 47\n\n## 跨天活动摘要\n- 2026-08-29: kitchen=3, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n\n## 设备事件日志\n[2026-08-29T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-29T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-29T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-29T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-29T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-29T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-29T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-29T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-29T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-29T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-29T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-29T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-29T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-29T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T11:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T11:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T11:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-29T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-29T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-29T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-29T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-29T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-29T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-29T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-29T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-29T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-29T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-29T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-29T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-29T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-29T12:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00109_pair", "episode_id": "DPO_DEV_FP_00109", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 38\n\n## 跨天活动摘要\n- 2026-07-29: kitchen=14, entrance=230, kids_room=229, master_bedroom=228, dining_room=218, living_room=113\n\n## 设备事件日志\n[2026-07-29T06:50:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-29T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-29T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-29T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-29T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-29T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-29T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-29T11:15:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-29T11:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:25:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T11:41:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:51:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T11:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-29T11:55:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-29T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-29T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-29T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-29T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-07-29T12:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:15:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:25:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-07-29T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T12:41:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:51:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T12:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-29T12:55:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00110_pair", "episode_id": "DPO_DEV_FP_00110", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 114\n\n## 跨天活动摘要\n- 2026-08-28: kitchen=11, living_room=114, bedroom=66, bathroom=55, entrance=14\n\n## 设备事件日志\n[2026-08-28T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-28T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-28T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-28T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-28T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-28T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-28T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-28T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-28T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-28T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-28T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-28T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-28T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-28T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:03:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-28T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-28T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-28T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-28T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-28T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-28T11:14:24] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-28T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-28T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-28T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-28T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-28T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-28T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-28T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-28T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-28T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:33:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-28T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-28T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-28T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-28T11:44:24] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-28T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-28T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-28T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-28T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-28T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-28T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-28T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-28T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-28T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-28T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-28T12:03:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-28T12:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-28T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-28T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-28T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-28T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-28T12:14:24] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-28T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-28T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-28T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-28T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-28T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-28T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-28T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-28T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-28T12:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-28T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-28T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:33:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-28T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-28T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-28T12:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-28T12:44:24] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-28T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-28T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-28T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-28T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-28T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-28T12:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-28T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-28T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-28T13:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-28T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-28T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T13:03:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-28T13:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-28T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-28T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-28T13:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-08-28T13:14:24] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-28T13:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-28T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-28T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-28T13:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-28T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-28T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-28T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-28T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-28T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-28T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-28T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-28T13:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-28T14:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-28T14:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-28T14:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-28T14:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-28T18:45:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-28T19:52:00] kitchen_cook_surface | OnOff.OnOff = False\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00111_pair", "episode_id": "DPO_DEV_FP_00111", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 96\n\n## 跨天活动摘要\n- 2026-07-17: kitchen=14, master_bedroom=232, entrance=232, kids_room=231, dining_room=219, living_room=113\n\n## 设备事件日志\n[2026-07-17T06:32:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-17T07:24:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-17T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-17T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-17T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-17T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-17T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-17T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-17T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-17T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-17T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-17T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-17T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-17T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-17T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-17T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-17T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:04:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:04:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:04:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-17T11:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-17T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-17T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-17T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-17T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-17T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-17T11:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-17T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-17T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-17T11:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-17T11:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-17T11:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:24:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:24:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-17T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-17T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-17T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-17T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-17T11:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-17T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-17T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:34:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-17T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-17T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-17T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-17T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-17T11:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:44:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:44:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T11:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-17T11:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-17T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-17T11:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-17T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-17T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-17T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-17T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-17T11:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-17T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-17T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-17T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-17T12:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-17T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-17T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T12:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-17T12:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:04:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T12:04:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:04:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-17T12:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T12:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-17T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-17T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-17T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-07-17T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-17T12:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-17T12:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-17T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-17T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00112_pair", "episode_id": "DPO_DEV_FP_00112", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 38\n\n## 跨天活动摘要\n- 2026-07-20: kitchen=14, kids_room=230, master_bedroom=228, entrance=228, dining_room=220, living_room=112\n\n## 设备事件日志\n[2026-07-20T06:47:38] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-20T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-20T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-20T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-20T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-20T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-20T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-20T11:17:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:18:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:22:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T11:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:42:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:48:29] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-20T11:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:53:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-20T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-20T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-20T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-20T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-20T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-07-20T12:12:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:13:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:22:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-07-20T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T12:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:42:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:48:29] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-20T12:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:53:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00113_pair", "episode_id": "DPO_DEV_FP_00113", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 48\n\n## 跨天活动摘要\n- 2026-08-28: kitchen=240, bedroom=241, entrance=229, living_room=209, bathroom=66\n\n## 设备事件日志\n[2026-08-28T06:10:38] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-28T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-28T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-28T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-28T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-28T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-28T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-28T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-28T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-28T11:08:00] kitchen_light | OnOff.OnOff = True\n[2026-08-28T11:08:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-28T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-28T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-28T11:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:22:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:22:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-28T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-28T11:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:41:43] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:47:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-28T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-28T12:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:03:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:07:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-28T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-28T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-28T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-28T12:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:28:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:29:07] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-28T12:32:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-28T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-28T12:49:07] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:53:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-28T12:57:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-28T13:09:07] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00114_pair", "episode_id": "DPO_DEV_FP_00114", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 78\n\n## 跨天活动摘要\n- 2026-08-04: kitchen=241, bedroom=240, entrance=231, living_room=210, bathroom=60\n\n## 设备事件日志\n[2026-08-04T05:59:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-04T06:28:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-04T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-04T10:04:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-04T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-04T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-04T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-04T10:24:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-04T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-04T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-04T10:44:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-04T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-04T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-04T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-04T11:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:03:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:04:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-04T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-04T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-04T11:08:00] kitchen_light | OnOff.OnOff = True\n[2026-08-04T11:08:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-04T11:09:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-04T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-04T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-04T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-04T11:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-04T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-04T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-04T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-04T11:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:23:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-04T11:28:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:29:31] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-04T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-08-04T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-04T11:33:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-04T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-04T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-04T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-04T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-04T11:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:43:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-04T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-04T11:48:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-04T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-04T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-04T11:59:31] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-04T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-04T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-04T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-04T12:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T12:03:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T12:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-04T12:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-04T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-04T12:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-04T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-04T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-04T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-04T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-04T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-04T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-04T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-04T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00115_pair", "episode_id": "DPO_DEV_FP_00115", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 82\n\n## 跨天活动摘要\n- 2026-08-08: kitchen=241, bedroom=240, entrance=230, living_room=208, bathroom=62\n\n## 设备事件日志\n[2026-08-08T06:03:33] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-08T06:25:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-08T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-08T10:03:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-08T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-08T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-08T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-08T10:23:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-08T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T10:43:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-08T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-08T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-08T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-08T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-08T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-08T11:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:00:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:03:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:03:31] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-08T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-08T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-08T11:08:00] kitchen_light | OnOff.OnOff = True\n[2026-08-08T11:08:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-08T11:09:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-08T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-08T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-08T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-08T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-08T11:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-08T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-08T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-08T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-08T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T11:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:20:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-08T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-08T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-08T11:28:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-08T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-08T11:31:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-08T11:33:31] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-08T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-08T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-08T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-08T11:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:40:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-08T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-08T11:48:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-08T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-08T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-08T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-08T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-08T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-08T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-08T12:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:00:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:03:31] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-08T12:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-08T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-08T12:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-08T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-08T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-08T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-08T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-08T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-08T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-08T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-08T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00116_pair", "episode_id": "DPO_DEV_FP_00116", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 39\n\n## 跨天活动摘要\n- 2026-08-13: kitchen=14, master_bedroom=232, entrance=231, kids_room=230, dining_room=222, living_room=115\n\n## 设备事件日志\n[2026-08-13T06:43:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-13T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-13T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-13T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-13T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-13T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-13T11:16:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:19:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-13T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-13T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-13T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-13T11:36:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:39:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-13T11:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-13T12:05:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-13T12:14:28] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-13T12:16:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:19:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-13T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-13T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-13T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-13T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-13T12:36:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:39:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-13T12:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00117_pair", "episode_id": "DPO_DEV_FP_00117", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 80\n\n## 跨天活动摘要\n- 2026-08-27: kitchen=242, bedroom=241, entrance=230, living_room=210, bathroom=62\n\n## 设备事件日志\n[2026-08-27T06:05:40] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-27T06:27:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-27T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-27T10:00:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-27T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-27T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-27T10:20:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-27T10:40:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-27T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-27T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-27T10:57:00] kitchen_light | OnOff.OnOff = True\n[2026-08-27T10:57:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-27T10:58:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-27T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-27T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T11:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:00:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-27T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-27T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T11:05:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-27T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T11:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-27T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-27T11:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:20:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:25:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-27T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-27T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-27T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-27T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-27T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-27T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-27T11:35:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-27T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T11:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:40:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:42:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-27T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-27T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-27T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-27T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-27T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-27T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-27T12:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:00:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-27T12:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-27T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-27T12:05:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-27T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-27T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-27T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-27T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-27T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-27T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_FP_00118_pair", "episode_id": "DPO_DEV_FP_00118", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 40\n\n## 跨天活动摘要\n- 2026-07-08: kitchen=14, kids_room=231, entrance=228, master_bedroom=227, dining_room=222, living_room=116\n\n## 设备事件日志\n[2026-07-08T06:53:34] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-08T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-08T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-08T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-08T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-08T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-08T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-08T11:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-08T11:23:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T11:27:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:28:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T11:47:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:48:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-08T11:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-08T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-08T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-08T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-08T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-07-08T12:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-08T12:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-08T12:23:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-07-08T12:27:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:28:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T12:47:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:48:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-08T12:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00119_pair", "episode_id": "DPO_DEV_FP_00119", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 83\n\n## 跨天活动摘要\n- 2026-08-06: kitchen=242, bedroom=242, entrance=229, living_room=209, bathroom=59\n\n## 设备事件日志\n[2026-08-06T06:04:39] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-06T06:30:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-06T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-06T10:04:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-06T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-06T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-06T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-06T10:24:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-06T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-06T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-06T10:44:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-06T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-06T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-06T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-06T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-06T11:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:04:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:04:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:04:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-06T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-06T11:06:00] kitchen_light | OnOff.OnOff = True\n[2026-08-06T11:06:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-06T11:07:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-06T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-06T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-06T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-06T11:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-06T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-06T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-06T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-06T11:22:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:24:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-06T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-06T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-06T11:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:30:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-06T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-06T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-06T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-06T11:34:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-06T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-06T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-06T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-06T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-06T11:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:44:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-06T11:46:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-06T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-06T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-06T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-06T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-08-06T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-06T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-06T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-06T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-06T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-06T12:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T12:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T12:04:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T12:04:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-06T12:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-06T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-06T12:06:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-06T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-06T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-06T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-06T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-06T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-06T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-06T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00120_pair", "episode_id": "DPO_DEV_FP_00120", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 98\n\n## 跨天活动摘要\n- 2026-07-10: kitchen=14, kids_room=233, master_bedroom=228, entrance=226, dining_room=221, living_room=110\n\n## 设备事件日志\n[2026-07-10T06:36:40] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-10T07:05:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-10T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-10T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-10T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-10T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-10T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-10T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-10T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-10T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-10T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-10T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-10T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-10T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-10T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-10T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-10T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:00:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:02:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-10T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-10T11:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-10T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-10T11:06:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-10T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-10T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-10T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-10T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-10T11:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-10T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-10T11:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-10T11:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-10T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T11:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:20:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:22:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-10T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-10T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-10T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-10T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-10T11:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-10T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-10T11:36:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-10T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-10T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-10T11:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:40:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:42:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-10T11:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-10T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-10T11:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-10T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-10T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-10T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-10T11:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-10T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-10T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-10T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-10T12:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-10T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-10T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T12:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-10T12:00:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:02:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-10T12:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-10T12:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-10T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-10T12:06:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-10T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-10T12:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-10T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-10T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-07-10T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-10T12:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-10T12:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-10T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-10T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00121_pair", "episode_id": "DPO_DEV_FP_00121", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 38\n\n## 跨天活动摘要\n- 2026-08-04: kitchen=11, entrance=228, living_room=113, bathroom=55, master_bedroom=48, second_bedroom=48\n\n## 设备事件日志\n[2026-08-04T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-04T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-04T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-04T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-04T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-04T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-04T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-04T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-04T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-04T11:18:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-04T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-04T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-04T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T11:38:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T11:39:18] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-04T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-04T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-04T11:58:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-04T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-04T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-04T12:09:18] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-04T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-04T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-04T12:18:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-04T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-04T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-04T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-04T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00122_pair", "episode_id": "DPO_DEV_FP_00122", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 83\n\n## 跨天活动摘要\n- 2026-07-29: kitchen=242, bedroom=242, entrance=232, living_room=208, bathroom=62\n\n## 设备事件日志\n[2026-07-29T06:03:34] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-29T06:32:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-29T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-29T10:03:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-29T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-29T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-29T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-29T10:23:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-29T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-29T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-29T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-29T10:43:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-29T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-29T11:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-29T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-29T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-29T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-29T11:00:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-29T11:01:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-29T11:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:04:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:04:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-29T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-29T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-29T11:05:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-29T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-29T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-29T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-29T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-29T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-29T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-29T11:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:24:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-29T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-29T11:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:28:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-29T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-29T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-29T11:34:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-29T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-29T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-29T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-29T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-29T11:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:44:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-29T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-29T11:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-29T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-29T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-29T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-29T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-29T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-29T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-29T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-29T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-29T12:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:04:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:04:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-29T12:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-29T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-29T12:05:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-29T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-29T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-07-29T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-29T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-29T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-29T12:20:00] living_room_light | OnOff.OnOff = False\n[2026-07-29T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00123_pair", "episode_id": "DPO_DEV_FP_00123", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 49\n\n## 跨天活动摘要\n- 2026-08-28: kitchen=11, living_room=111, bedroom=73, bathroom=52, entrance=14\n\n## 设备事件日志\n[2026-08-28T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-28T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-28T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-28T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-28T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-28T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-28T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-28T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-28T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-28T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-28T11:22:32] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-28T11:29:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-28T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-28T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-28T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-28T11:52:32] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-28T11:59:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-28T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-28T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-28T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-28T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-28T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-28T12:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-28T12:22:32] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-28T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-28T12:29:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-28T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-28T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-28T12:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-28T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-28T12:52:32] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-28T12:59:56] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-28T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T13:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-28T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-28T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-28T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-28T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00124_pair", "episode_id": "DPO_DEV_FP_00124", "scenario_id": "T-FG-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: kitchen\n- 重点设备: kitchen_cook_surface, kitchen_smoke_alarm\n- 已选事件数: 36\n\n## 跨天活动摘要\n- 2026-08-10: kitchen=14, master_bedroom=230, entrance=230, kids_room=229, dining_room=223, living_room=110\n\n## 设备事件日志\n[2026-08-10T06:45:35] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-10T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-10T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-10T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-10T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-10T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-10T11:16:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T11:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T11:21:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T11:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T11:41:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T11:47:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T11:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-10T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-10T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-10T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T12:00:00] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-10T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-10T12:07:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:09:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-10T12:10:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 18\n[2026-08-10T12:16:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T12:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:21:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:25:00] kitchen_smoke_alarm | CarbonMonoxideConcentrationMeasurement.MeasuredValue = 10\n[2026-08-10T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T12:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:41:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:47:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-10T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-10T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00125_pair", "episode_id": "DPO_DEV_TP_00125", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 21\n\n## 设备事件日志\n[2026-08-14T10:01:44] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:31:44] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:32:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:36:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:52:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:56:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-14T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-14T11:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-14T11:31:44] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:32:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:36:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:52:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:56:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00126_pair", "episode_id": "DPO_DEV_TP_00126", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 21\n\n## 设备事件日志\n[2026-08-20T10:21:39] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T10:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T10:34:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T10:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T10:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T10:55:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-20T11:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:15:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-20T11:21:39] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T11:24:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-20T11:44:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T11:55:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00127_pair", "episode_id": "DPO_DEV_TP_00127", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 24\n\n## 跨天活动摘要\n- 2026-07-20: master_bathroom=56, entrance=229, master_bedroom=228, kids_room=226, dining_room=218, living_room=110\n\n## 设备事件日志\n[2026-07-20T09:37:06] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T10:21:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T10:22:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T10:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T10:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T10:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T11:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-20T11:07:06] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T11:11:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:12:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-20T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-07-20T11:31:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:32:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T11:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T12:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T12:07:06] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00128_pair", "episode_id": "DPO_DEV_TP_00128", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-08-03T10:16:33] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T10:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T10:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T10:47:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T10:48:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-03T11:07:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:08:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:16:33] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T11:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-03T11:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-03T11:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:47:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:48:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00129_pair", "episode_id": "DPO_DEV_TP_00129", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 28\n\n## 设备事件日志\n[2026-08-05T09:57:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:17:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T10:30:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:35:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:37:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:50:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:55:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:57:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-05T11:10:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:15:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:17:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-05T11:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-05T11:30:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:35:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:37:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00130_pair", "episode_id": "DPO_DEV_TP_00130", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 24\n\n## 跨天活动摘要\n- 2026-07-21: master_bathroom=57, master_bedroom=232, kids_room=231, entrance=231, dining_room=223, living_room=114\n\n## 设备事件日志\n[2026-07-21T09:38:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T10:20:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T10:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T10:39:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T10:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T10:59:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T11:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-21T11:08:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T11:10:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-21T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-07-21T11:30:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:39:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T11:59:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T12:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T12:08:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00131_pair", "episode_id": "DPO_DEV_TP_00131", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 26\n\n## 跨天活动摘要\n- 2026-07-10: master_bathroom=57, entrance=232, kids_room=230, master_bedroom=228, dining_room=218, living_room=114\n\n## 设备事件日志\n[2026-07-10T09:40:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:22:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:41:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:01:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:04:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-10T11:10:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:12:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-10T11:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-07-10T11:32:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:41:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:01:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:04:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00132_pair", "episode_id": "DPO_DEV_TP_00132", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 22\n\n## 设备事件日志\n[2026-08-21T10:10:41] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T10:31:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T10:33:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T10:40:41] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T10:43:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T10:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T11:03:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-21T11:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:11:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:13:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-21T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-21T11:31:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:33:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:40:41] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T11:43:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T11:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00133_pair", "episode_id": "DPO_DEV_TP_00133", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 25\n\n## 设备事件日志\n[2026-07-18T10:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T10:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T10:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T10:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-18T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-18T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00134_pair", "episode_id": "DPO_DEV_TP_00134", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 33\n\n## 跨天活动摘要\n- 2026-07-14: master_bathroom=226, entrance=231, kids_room=230, master_bedroom=228, dining_room=221, living_room=113\n\n## 设备事件日志\n[2026-07-14T09:36:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T09:56:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:16:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:25:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:26:35] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T10:41:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:45:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:46:35] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T10:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T11:01:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-14T11:05:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:06:35] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-14T11:21:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:25:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:26:35] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-14T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-07-14T11:41:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:45:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:46:35] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-14T11:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00135_pair", "episode_id": "DPO_DEV_TP_00135", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 21\n\n## 设备事件日志\n[2026-07-23T10:22:16] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:32:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:33:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:52:16] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-23T11:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-23T11:22:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:23:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-07-23T11:42:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:43:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:52:16] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T11:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00136_pair", "episode_id": "DPO_DEV_TP_00136", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-08-18T10:13:21] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T10:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T10:34:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T10:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T10:47:34] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T11:04:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-18T11:07:34] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:13:21] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T11:14:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-18T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-18T11:34:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:47:34] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00137_pair", "episode_id": "DPO_DEV_TP_00137", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 25\n\n## 设备事件日志\n[2026-08-15T10:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-15T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-15T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00138_pair", "episode_id": "DPO_DEV_TP_00138", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 24\n\n## 跨天活动摘要\n- 2026-08-18: master_bathroom=56, master_bedroom=231, entrance=229, kids_room=226, dining_room=217, living_room=113\n\n## 设备事件日志\n[2026-08-18T09:41:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T10:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T10:24:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T10:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T10:41:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T10:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T11:01:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:04:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-18T11:11:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T11:14:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-18T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-18T11:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:41:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T11:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T12:01:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T12:04:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00139_pair", "episode_id": "DPO_DEV_TP_00139", "scenario_id": "T-WD-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak\n- 已选事件数: 24\n\n## 跨天活动摘要\n- 2026-08-13: master_bathroom=58, master_bedroom=232, entrance=229, kids_room=226, dining_room=217, living_room=112\n\n## 设备事件日志\n[2026-08-13T09:49:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T10:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T10:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T10:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T10:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T10:49:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T10:50:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T10:54:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-13T11:10:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:14:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-13T11:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T11:30:00] kitchen_water_leak | BooleanState.StateValue = True\n[2026-08-13T11:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:49:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T11:50:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T11:54:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00140_pair", "episode_id": "DPO_DEV_FP_00140", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 25\n\n## 跨天活动摘要\n- 2026-07-20: master_bathroom=57, master_bedroom=230, entrance=229, kids_room=228, dining_room=222, living_room=116\n\n## 设备事件日志\n[2026-07-20T06:49:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-20T07:07:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-20T07:38:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:08:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:18:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:19:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:38:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:38:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:38:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:39:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:58:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T08:59:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-20T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-20T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n[2026-07-20T09:08:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00141_pair", "episode_id": "DPO_DEV_FP_00141", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 24\n\n## 设备事件日志\n[2026-07-04T08:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-04T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-04T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n[2026-07-04T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00142_pair", "episode_id": "DPO_DEV_FP_00142", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-08-19T06:19:00] master_bathroom_light | OnOff.OnOff = True\n[2026-08-19T06:56:00] master_bathroom_light | OnOff.OnOff = False\n[2026-08-19T07:56:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T08:25:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:26:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T08:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:29:16] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T08:45:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:49:16] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T08:56:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-08-19T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-19T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00143_pair", "episode_id": "DPO_DEV_FP_00143", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-07-21T06:25:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-21T06:30:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-21T08:00:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T08:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T08:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T08:27:35] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T08:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T08:30:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T08:45:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T08:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T08:47:35] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T08:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-21T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-21T09:00:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-21T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-21T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00144_pair", "episode_id": "DPO_DEV_FP_00144", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 25\n\n## 跨天活动摘要\n- 2026-08-04: master_bathroom=55, master_bedroom=227, kids_room=227, entrance=226, dining_room=221, living_room=113\n\n## 设备事件日志\n[2026-08-04T06:53:00] master_bathroom_light | OnOff.OnOff = True\n[2026-08-04T06:59:00] master_bathroom_light | OnOff.OnOff = False\n[2026-08-04T07:30:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:00:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:17:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:18:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:30:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:37:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:38:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:56:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:57:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:58:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T08:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-08-04T09:00:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-08-04T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00145_pair", "episode_id": "DPO_DEV_FP_00145", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 26\n\n## 跨天活动摘要\n- 2026-07-05: master_bathroom=51, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n\n## 设备事件日志\n[2026-07-05T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-05T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-05T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n[2026-07-05T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00146_pair", "episode_id": "DPO_DEV_FP_00146", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 26\n\n## 跨天活动摘要\n- 2026-07-05: master_bathroom=51, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n\n## 设备事件日志\n[2026-07-05T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-05T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-05T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n[2026-07-05T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00147_pair", "episode_id": "DPO_DEV_FP_00147", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 20\n\n## 设备事件日志\n[2026-07-02T06:37:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-02T06:44:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-02T08:15:56] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:25:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:29:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:45:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:45:56] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:49:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-02T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-02T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n[2026-07-02T09:05:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq2", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00148_pair", "episode_id": "DPO_DEV_FP_00148", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 24\n\n## 跨天活动摘要\n- 2026-07-27: master_bathroom=58, entrance=229, kids_room=228, master_bedroom=227, dining_room=221, living_room=116\n\n## 设备事件日志\n[2026-07-27T06:16:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-27T06:37:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-27T07:38:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:08:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:16:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:16:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:17:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:36:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:36:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:38:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:56:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:56:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:56:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:57:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-27T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-27T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00149_pair", "episode_id": "DPO_DEV_FP_00149", "scenario_id": "T-WD-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 重点房间: master_bathroom\n- 重点设备: master_bathroom_light, master_bathroom_water_leak\n- 已选事件数: 24\n\n## 跨天活动摘要\n- 2026-07-17: master_bathroom=56, master_bedroom=233, entrance=231, kids_room=229, dining_room=220, living_room=111\n\n## 设备事件日志\n[2026-07-17T06:37:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-17T06:43:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-17T07:43:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:13:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:16:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:17:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:36:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:37:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:43:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:56:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:57:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T09:00:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-17T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True\n[2026-07-17T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00150_pair", "episode_id": "DPO_DEV_TP_00150", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 129\n\n## 设备事件日志\n[2026-07-23T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-23T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-23T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-23T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-23T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-23T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-23T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-23T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-23T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-23T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-23T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-23T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-23T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-23T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-23T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-23T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-23T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-23T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-23T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-23T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-23T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-23T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-23T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:31:03] bathroom_light | OnOff.OnOff = True\n[2026-07-23T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-23T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-23T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-23T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-23T06:46:03] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-23T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-23T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-23T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-23T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:01:13] kitchen_light | OnOff.OnOff = True\n[2026-07-23T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-23T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-23T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-23T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-23T07:23:00] kitchen_light | OnOff.OnOff = False\n[2026-07-23T07:23:10] front_door_lock | DoorLock.LockState = 2\n[2026-07-23T07:23:18] front_door_contact | BooleanState.StateValue = True\n[2026-07-23T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-23T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-23T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-23T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:31:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-23T07:38:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-23T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-23T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-23T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-23T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-23T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-23T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-23T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-23T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-23T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-23T08:13:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-23T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-23T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-23T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-23T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:33:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-23T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-23T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-23T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-23T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-23T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-23T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-23T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-23T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-23T09:01:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-23T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-23T09:08:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-23T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-23T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-23T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-23T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-23T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-23T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-23T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-23T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-23T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-23T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-23T09:43:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-23T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-23T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-23T10:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T10:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:03:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-23T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-23T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-23T10:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-23T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-23T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-23T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-23T10:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-23T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:31:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-23T10:38:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-23T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-23T10:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-23T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-23T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-23T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00151_pair", "episode_id": "DPO_DEV_TP_00151", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 120\n\n## 设备事件日志\n[2026-08-26T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-26T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-26T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-26T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-26T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-26T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-26T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-26T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-26T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-26T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-26T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-26T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-26T06:21:07] kids_room_light | OnOff.OnOff = True\n[2026-08-26T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-26T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-26T06:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-26T06:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-26T06:47:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-26T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-26T06:55:00] master_bathroom_light | OnOff.OnOff = True\n[2026-08-26T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-26T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-26T07:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-26T07:11:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-26T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-26T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-26T07:20:12] kids_room_light | OnOff.OnOff = False\n[2026-08-26T07:20:24] front_door_contact | BooleanState.StateValue = True\n[2026-08-26T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-26T07:25:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-26T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-26T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-26T07:40:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-26T07:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-26T07:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T07:55:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-26T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-26T08:10:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-26T08:15:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-26T08:21:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-26T08:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-26T08:40:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-26T08:45:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-26T08:50:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T08:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-26T08:56:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-26T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-26T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-26T09:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-26T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-26T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-26T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-26T09:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:15:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-26T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-26T09:20:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-26T09:25:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-26T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-26T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-26T09:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-26T09:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:50:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-26T09:55:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-26T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-26T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-26T10:10:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-26T10:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-26T10:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:25:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-26T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T10:40:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-26T10:45:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-26T10:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-26T10:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-26T11:10:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-26T11:15:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T11:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-26T11:20:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-26T11:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-26T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-26T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-26T11:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00152_pair", "episode_id": "DPO_DEV_TP_00152", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 117\n\n## 设备事件日志\n[2026-08-11T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-11T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-11T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-11T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-11T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-11T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-11T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-11T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-11T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-11T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-11T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-11T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-11T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-11T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-11T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:31:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-11T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-11T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-11T06:44:03] kitchen_light | OnOff.OnOff = True\n[2026-08-11T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-11T06:45:07] kids_room_light | OnOff.OnOff = True\n[2026-08-11T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-11T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-11T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-11T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-11T07:06:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-11T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-11T07:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-11T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-11T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-11T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-11T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-11T07:36:00] dining_room_light | OnOff.OnOff = False\n[2026-08-11T07:36:21] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-11T07:36:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-11T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-11T07:44:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T07:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-11T07:51:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-11T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-11T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-11T08:05:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-11T08:11:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-11T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-11T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-11T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:31:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-11T08:41:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-11T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-11T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-11T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-11T09:01:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-11T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-11T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-11T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-11T09:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-11T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-11T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-11T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-11T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-11T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:36:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-11T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-11T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T10:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-11T10:06:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-11T10:14:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T10:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-11T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-11T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-11T10:35:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-11T10:41:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-11T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-11T10:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-11T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T11:01:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-11T11:11:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-11T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-11T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-11T11:31:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-11T11:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-11T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-11T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-11T12:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-11T12:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-11T12:06:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00153_pair", "episode_id": "DPO_DEV_TP_00153", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 120\n\n## 设备事件日志\n[2026-07-07T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-07T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-07T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-07T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-07T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-07T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-07T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-07T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-07T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-07T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-07T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T06:00:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-07T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-07T06:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:15:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-07T06:24:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-07T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-07T06:30:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-07T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-07T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-07T06:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:50:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:51:11] front_door_contact | BooleanState.StateValue = False\n[2026-07-07T06:51:18] front_door_lock | DoorLock.LockState = 1\n[2026-07-07T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-07T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-07T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-07T07:06:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-07T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-07T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-07T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-07T07:26:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-07T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-07T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-07T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-07T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-07T07:51:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-07T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-07T08:00:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-07T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-07T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-07T08:16:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-07T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-07T08:28:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-07T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-07T08:30:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T08:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-07T08:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-07T08:48:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:50:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-07T08:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-07T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-07T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-07T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-07T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-07T09:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-07T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-07T09:13:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:15:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-07T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-07T09:22:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-07T09:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-07T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-07T09:38:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:40:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-07T09:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-07T09:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-07T09:58:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:00:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-07T10:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-07T10:18:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-07T10:23:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:25:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-07T10:30:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-07T10:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-07T10:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-07T10:48:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:50:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-07T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-07T11:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-07T11:13:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-07T11:23:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-07T11:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-07T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-07T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-07T11:48:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00154_pair", "episode_id": "DPO_DEV_TP_00154", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 125\n\n## 设备事件日志\n[2026-07-29T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-29T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-29T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-29T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-29T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-29T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-29T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-29T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-29T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-29T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-29T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-29T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-29T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-29T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-29T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-29T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-29T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-29T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-29T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-29T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-29T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-29T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-29T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-29T06:35:05] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-29T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-29T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-29T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-29T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-29T06:55:05] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-29T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-29T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-29T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-29T07:11:08] kitchen_light | OnOff.OnOff = True\n[2026-07-29T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-29T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-29T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-29T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-29T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-29T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-29T07:35:14] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T07:35:25] front_door_contact | BooleanState.StateValue = False\n[2026-07-29T07:35:30] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-29T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-29T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-29T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-29T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-29T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-29T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T08:00:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T08:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-29T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-29T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-29T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-29T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-29T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-29T08:20:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T08:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-29T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-29T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T08:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-29T08:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-29T08:41:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T08:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-29T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-29T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-29T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-29T08:55:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T09:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-29T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-29T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-29T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-29T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-29T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-29T09:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-29T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-29T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-29T09:15:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-29T09:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-29T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-29T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-29T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-29T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T09:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-29T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-29T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-29T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-29T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-29T09:50:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T09:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-29T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-29T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T10:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-29T10:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-29T10:11:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-29T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-29T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-29T10:25:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T10:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-29T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-29T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-29T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-29T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-29T10:45:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T10:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-29T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-29T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-29T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-29T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T11:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-29T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-29T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00155_pair", "episode_id": "DPO_DEV_TP_00155", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 133\n\n## 设备事件日志\n[2026-08-17T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-17T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-17T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-17T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-17T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-17T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-17T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-17T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-17T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-17T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-17T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-17T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-17T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-17T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-17T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-17T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-17T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-17T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-17T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-17T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-17T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-17T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-17T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-17T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-17T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-17T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-17T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-17T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-17T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-17T06:35:15] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-17T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-17T06:40:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T06:41:09] bathroom_light | OnOff.OnOff = True\n[2026-08-17T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-17T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-17T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-17T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-17T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-17T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-17T07:00:00] bathroom_light | OnOff.OnOff = False\n[2026-08-17T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-17T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:00:53] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-17T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-17T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-17T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-17T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-17T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-17T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-17T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-17T07:26:02] bedroom_light | OnOff.OnOff = False\n[2026-08-17T07:26:13] front_door_lock | DoorLock.LockState = 2\n[2026-08-17T07:26:18] front_door_contact | BooleanState.StateValue = True\n[2026-08-17T07:26:19] front_door_lock | DoorLock.LockState = 1\n[2026-08-17T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-17T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-17T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-17T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-17T07:42:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-17T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-17T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-17T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-17T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-17T08:00:53] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-17T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-17T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-17T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-17T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-17T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-17T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-17T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-17T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-17T08:42:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-17T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-17T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-17T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-17T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-17T09:00:53] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-17T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-17T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-17T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-17T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-17T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-17T09:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-17T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-17T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-17T09:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-17T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-17T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-17T09:42:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-17T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-17T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-17T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T10:00:53] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T10:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-17T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-17T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-17T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-17T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-17T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-17T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-17T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-17T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-17T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-17T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-17T10:42:53] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-17T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-17T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00156_pair", "episode_id": "DPO_DEV_TP_00156", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 128\n\n## 设备事件日志\n[2026-07-09T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-09T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-09T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-09T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-09T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-09T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-09T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-09T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-09T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-09T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-09T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-09T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-09T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-09T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-09T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-09T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-09T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-09T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-09T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-09T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-09T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-09T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-09T06:38:07] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-09T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-09T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-09T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-09T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-09T06:58:07] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-09T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-09T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-09T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-09T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-09T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-09T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-09T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-09T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-09T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-09T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-09T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-09T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-09T07:40:17] front_door_lock | DoorLock.LockState = 2\n[2026-07-09T07:40:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-09T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-09T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-09T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-09T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-09T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-09T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-09T08:05:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-09T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-09T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-09T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-09T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T08:25:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-09T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-09T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-09T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-09T08:45:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-09T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-09T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-09T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-09T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-09T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-09T09:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-09T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-09T09:09:18] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-09T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-09T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-09T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-09T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-09T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-09T09:20:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-09T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-09T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-09T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-09T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T09:40:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-09T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-09T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-09T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-09T10:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T10:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-09T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-09T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-09T10:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T10:15:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-09T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-09T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-09T10:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-09T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T10:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-09T10:39:18] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-09T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-09T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-09T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-09T10:50:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T10:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-09T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-09T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-09T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-09T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-09T11:10:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00157_pair", "episode_id": "DPO_DEV_TP_00157", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 137\n\n## 设备事件日志\n[2026-07-19T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-19T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-19T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-19T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-19T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-19T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-19T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-19T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-19T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-19T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-07-19T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-19T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-19T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-19T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-19T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-19T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-19T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-19T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-19T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-19T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-19T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-19T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-19T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-19T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-19T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-19T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-19T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-19T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-19T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-19T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-19T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-19T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-19T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-19T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-19T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-19T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-19T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-19T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-19T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-19T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-19T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-19T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-19T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-19T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-19T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-19T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-19T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-19T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-19T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-19T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-19T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-19T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-19T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-19T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-19T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-19T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-19T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-19T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-19T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-19T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-19T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-19T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-19T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-19T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-19T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-19T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-19T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-19T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-19T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-19T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-19T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-19T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-19T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-19T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-19T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-19T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-19T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-19T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-19T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-19T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-19T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-19T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-19T10:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-19T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-19T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-19T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-19T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-19T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-19T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-19T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-19T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-19T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-19T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-19T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-19T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-19T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-19T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-19T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-19T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-19T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-19T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-19T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-19T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00158_pair", "episode_id": "DPO_DEV_TP_00158", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 128\n\n## 设备事件日志\n[2026-07-23T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-23T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-23T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-23T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-23T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-23T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-23T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-23T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-23T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-23T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-23T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-23T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-23T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-23T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-23T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-23T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-07-23T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-23T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-23T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-23T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-23T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-23T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-23T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-23T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-23T06:19:09] bedroom_light | OnOff.OnOff = True\n[2026-07-23T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-23T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-23T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-23T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-23T06:29:07] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-23T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-23T06:31:15] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-23T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-23T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-23T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-23T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-23T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-23T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-23T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-23T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-23T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-23T07:01:15] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-23T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-23T07:06:05] kitchen_light | OnOff.OnOff = True\n[2026-07-23T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-23T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-23T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-23T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-23T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-23T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-23T07:25:21] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-23T07:25:23] front_door_contact | BooleanState.StateValue = False\n[2026-07-23T07:25:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-23T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-23T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-23T07:31:15] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-23T07:37:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-23T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-23T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-23T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-23T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-23T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-23T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-23T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-23T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-23T08:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-23T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-23T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-23T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T08:31:15] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-23T08:37:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-23T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-23T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-23T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-23T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-23T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-23T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-23T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-23T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-23T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-23T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-23T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-23T09:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-23T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-23T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-23T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-23T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-23T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-23T09:31:15] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-23T09:37:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-23T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-23T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-23T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-23T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-23T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-23T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-23T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-23T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-23T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-23T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-23T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-23T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-23T10:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-23T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-23T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-23T10:31:15] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-23T10:37:41] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-23T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-23T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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||
{"pair_id": "DPO_DEV_TP_00159_pair", "episode_id": "DPO_DEV_TP_00159", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 123\n\n## 设备事件日志\n[2026-08-28T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-28T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-28T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-28T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-28T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-28T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-28T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-28T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-28T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-28T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-28T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-28T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-28T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-28T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-28T06:24:09] master_bedroom_light | OnOff.OnOff = True\n[2026-08-28T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-28T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-28T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-28T06:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-28T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-28T06:53:05] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-28T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-28T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-28T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T07:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-28T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-28T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-28T07:21:11] master_bedroom_light | OnOff.OnOff = False\n[2026-08-28T07:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:24:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-28T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-28T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-28T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-28T07:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-28T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-28T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-28T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-28T07:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-28T08:01:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-28T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-28T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-28T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-28T08:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-28T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-28T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T08:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-28T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-28T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-28T08:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-28T08:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-28T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-28T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-28T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-28T09:06:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-28T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-28T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-28T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-28T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-28T09:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-28T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-28T09:26:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T09:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-28T09:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-28T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-28T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-28T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-28T09:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-28T10:01:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-28T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-28T10:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-28T10:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T10:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-28T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-28T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T10:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-28T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-28T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-28T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-28T10:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-28T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-28T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-28T11:06:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-28T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-28T11:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-28T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-28T11:26:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-28T11:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-28T11:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-28T11:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-28T11:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-28T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-28T11:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-28T12:01:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-28T12:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-28T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-28T12:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-28T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
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{"pair_id": "DPO_DEV_TP_00160_pair", "episode_id": "DPO_DEV_TP_00160", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 120\n\n## 设备事件日志\n[2026-08-02T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-02T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-02T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-02T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-02T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-02T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-02T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-08-02T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-02T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-02T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-02T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-02T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-08-02T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-02T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-02T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-02T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-02T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-02T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-02T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-02T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-02T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-02T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-02T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-02T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-02T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-02T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-02T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-02T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-02T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-02T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-02T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-02T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-02T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-02T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-02T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-02T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-02T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-02T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-02T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-02T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-02T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-02T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-02T08:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T08:42:06] bedroom_light | OnOff.OnOff = True\n[2026-08-02T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-02T08:47:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-02T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-02T08:58:07] kitchen_light | OnOff.OnOff = True\n[2026-08-02T08:59:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-02T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-02T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-02T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-02T09:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-02T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-02T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-02T09:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-02T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-02T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-02T09:30:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-02T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-02T09:31:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-02T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-02T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-02T09:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-02T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-02T09:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T09:56:19] living_room_ac | Thermostat.SystemMode = 3\n[2026-08-02T09:59:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-02T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-02T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-02T10:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-02T10:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-02T10:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-02T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-02T10:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-02T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-02T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-02T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-02T11:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-02T11:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-02T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-02T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-02T11:29:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-02T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-02T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-02T11:36:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-02T11:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-02T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-02T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-02T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-02T12:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T12:04:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-02T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2649\n[2026-08-02T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-02T12:11:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T12:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-02T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-02T12:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-02T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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||
{"pair_id": "DPO_DEV_TP_00161_pair", "episode_id": "DPO_DEV_TP_00161", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 130\n\n## 设备事件日志\n[2026-07-27T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-27T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-27T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-27T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-27T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-27T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-27T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-27T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-27T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-27T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-27T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-27T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-27T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-27T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-27T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-27T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-27T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-27T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-27T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-27T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-27T06:28:02] bathroom_light | OnOff.OnOff = True\n[2026-07-27T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-27T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T06:33:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-27T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-27T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-27T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-27T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-27T06:50:13] kitchen_light | OnOff.OnOff = True\n[2026-07-27T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-27T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-27T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-27T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-27T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-27T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-27T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-27T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-27T07:21:38] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-27T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-27T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-27T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-27T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-27T07:40:15] front_door_lock | DoorLock.LockState = 2\n[2026-07-27T07:40:25] front_door_contact | BooleanState.StateValue = True\n[2026-07-27T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-27T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-27T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-27T07:50:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-27T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-27T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-27T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-27T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-27T08:10:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-27T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-27T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-27T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-27T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-27T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-27T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:30:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-27T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-27T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-27T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-27T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-27T08:51:38] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T08:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-27T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-27T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-27T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-27T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-27T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-27T09:05:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-27T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-27T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-27T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-27T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-27T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-27T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-27T09:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-27T09:25:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T09:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-27T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-27T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-27T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-27T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-27T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-27T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-27T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-27T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-27T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-27T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T10:00:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-27T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-27T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-27T10:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-27T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-27T10:21:38] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-27T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-27T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-27T10:35:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-27T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-27T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-27T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-27T10:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-27T10:55:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T11:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-27T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-27T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-27T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-27T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00162_pair", "episode_id": "DPO_DEV_TP_00162", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 134\n\n## 设备事件日志\n[2026-08-16T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-16T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-16T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-16T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-16T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-16T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-16T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-16T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-08-16T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-16T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-16T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-16T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-16T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-16T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-16T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-16T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-16T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-16T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-16T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-16T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-16T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-16T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-16T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-16T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-16T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-16T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-16T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-16T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-16T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-16T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-16T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-16T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-16T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-16T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-16T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-16T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-16T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-16T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-16T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-16T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-16T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-16T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-16T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-16T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-16T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-16T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-16T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-16T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-16T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-16T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-16T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-16T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-16T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-16T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-16T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-16T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-16T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-16T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-16T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-16T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-16T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-16T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-16T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-16T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-16T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-16T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-16T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-16T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-16T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-16T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-16T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T09:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-16T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-16T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-16T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-16T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-16T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-16T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-16T10:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-16T10:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-16T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-16T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-16T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-16T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-16T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-16T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-16T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-16T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-16T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-16T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-16T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-16T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-16T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-16T10:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-16T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-16T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-16T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-16T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-16T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-16T11:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-16T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-16T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-16T11:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-16T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-16T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-16T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-16T11:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-16T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-16T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-16T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-16T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-16T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00163_pair", "episode_id": "DPO_DEV_TP_00163", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 123\n\n## 设备事件日志\n[2026-08-27T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-27T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-27T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-27T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-27T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-27T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-27T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-27T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-27T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-27T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-27T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-27T06:09:06] master_bedroom_light | OnOff.OnOff = True\n[2026-08-27T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-27T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-27T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-27T06:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-27T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-27T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-27T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-27T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-27T06:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-27T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-27T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-27T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-27T07:12:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-27T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-27T07:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-27T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-27T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-27T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-27T07:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-27T07:47:30] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-27T07:47:34] front_door_contact | BooleanState.StateValue = True\n[2026-08-27T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-27T07:52:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-27T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T08:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-27T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-27T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-27T08:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-27T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T08:37:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-27T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-27T08:57:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-27T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-27T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-27T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-27T09:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-27T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-27T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-27T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-27T09:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T09:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T09:32:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-27T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-27T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T09:52:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-27T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T10:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-27T10:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-27T10:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-27T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T10:37:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-27T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-27T10:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-27T10:57:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T11:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-27T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-27T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T11:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T11:32:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T11:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-27T11:52:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-27T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T12:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-27T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-27T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00164_pair", "episode_id": "DPO_DEV_TP_00164", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 118\n\n## 设备事件日志\n[2026-07-18T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-18T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-18T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-18T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-18T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-18T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-18T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-18T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-18T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-18T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-18T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:01:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-18T06:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:10:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-18T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-18T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-18T06:28:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-18T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-18T06:30:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-18T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-18T06:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-18T06:52:03] front_door_lock | DoorLock.LockState = 2\n[2026-07-18T06:52:07] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-18T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-18T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T07:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T07:05:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-18T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-18T07:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T07:25:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-18T07:31:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-18T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-18T07:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T07:50:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-18T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T08:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T08:15:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-18T08:28:06] living_room_light | OnOff.OnOff = True\n[2026-07-18T08:33:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T08:35:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-18T08:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-18T08:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-18T08:53:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T08:55:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-18T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-18T09:01:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-18T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-18T09:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-18T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-18T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-18T09:13:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-18T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-18T09:18:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:20:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-18T09:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-18T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-18T09:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-18T09:43:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:45:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-18T09:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-18T09:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-18T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-18T10:08:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:10:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-18T10:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-18T10:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-18T10:28:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:30:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-18T10:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-18T10:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-18T10:53:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:55:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T10:58:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-18T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-18T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-18T11:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-18T11:13:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-18T11:18:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T11:21:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-18T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-18T11:31:30] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T11:37:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-18T11:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-18T11:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
|
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{"pair_id": "DPO_DEV_TP_00165_pair", "episode_id": "DPO_DEV_TP_00165", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 125\n\n## 设备事件日志\n[2026-08-04T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-04T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-04T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-04T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-04T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-04T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-04T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-04T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-04T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-04T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-08-04T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-04T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-04T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-08-04T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-04T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-04T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-04T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-04T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-04T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-04T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-04T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-04T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-04T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-04T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-04T06:19:09] bedroom_light | OnOff.OnOff = True\n[2026-08-04T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-04T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-04T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-04T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-04T06:25:04] bathroom_light | OnOff.OnOff = True\n[2026-08-04T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-04T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-04T06:30:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-04T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-04T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-04T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-04T06:50:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-04T07:00:00] bathroom_light | OnOff.OnOff = False\n[2026-08-04T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-04T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:00:14] kitchen_light | OnOff.OnOff = True\n[2026-08-04T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-04T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-04T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-04T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-04T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-04T07:22:00] kitchen_light | OnOff.OnOff = False\n[2026-08-04T07:22:17] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-04T07:22:19] front_door_contact | BooleanState.StateValue = False\n[2026-08-04T07:22:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-04T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-04T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-04T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-04T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-04T07:30:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-04T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-04T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-04T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-04T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-04T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-04T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-04T07:56:36] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-04T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-04T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-04T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-04T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-04T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-04T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-04T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-04T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-04T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-04T08:30:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-04T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-04T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-04T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-04T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-04T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-04T08:56:36] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-04T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-04T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-04T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-04T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-04T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-04T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-04T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-04T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-04T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-04T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-04T09:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-04T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-04T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-04T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-04T09:30:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-04T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-04T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-04T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-04T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-04T09:56:36] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-04T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-04T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-04T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-04T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-04T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-04T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-04T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-04T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-04T10:30:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-04T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-04T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00166_pair", "episode_id": "DPO_DEV_TP_00166", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 134\n\n## 设备事件日志\n[2026-07-13T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-13T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-13T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-13T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-13T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-13T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-13T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-13T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-13T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-13T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-13T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-13T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-13T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-13T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-13T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-13T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-13T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-13T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-13T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-13T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-13T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-13T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-13T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-13T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-13T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-13T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-13T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-13T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-13T06:26:10] bedroom_light | OnOff.OnOff = True\n[2026-07-13T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-13T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-13T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-13T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-13T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-13T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-13T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-13T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-13T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-13T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-13T06:54:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:54:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-13T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-13T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-13T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-13T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-13T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-13T07:13:14] kitchen_light | OnOff.OnOff = True\n[2026-07-13T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-13T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-13T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-13T07:24:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-13T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-13T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-13T07:33:00] kitchen_light | OnOff.OnOff = False\n[2026-07-13T07:33:09] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-13T07:33:11] front_door_contact | BooleanState.StateValue = False\n[2026-07-13T07:33:20] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-13T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-13T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-13T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-13T07:43:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-13T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-13T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-13T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-13T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-13T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-13T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-13T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-13T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-13T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-13T08:24:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-13T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-13T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-13T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-13T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-13T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-13T08:43:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-13T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-13T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-13T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-13T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-13T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-13T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-13T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-13T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-13T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-13T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-13T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-13T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-13T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-13T09:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-13T09:24:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-13T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-13T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-13T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-13T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-13T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-13T09:43:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T09:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-13T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-13T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-13T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-13T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-13T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-13T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-13T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-13T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-13T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-13T10:24:43] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T10:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-13T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-13T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-13T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-13T10:43:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-13T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00167_pair", "episode_id": "DPO_DEV_TP_00167", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 129\n\n## 设备事件日志\n[2026-07-10T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-10T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-10T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-10T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-10T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-10T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-10T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-10T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-10T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-10T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-10T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-10T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-10T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-10T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-10T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-10T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-10T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-10T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-10T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-10T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-10T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-10T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-10T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-10T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-10T06:28:02] bedroom_light | OnOff.OnOff = True\n[2026-07-10T06:28:07] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-10T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-10T06:30:12] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-10T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-10T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-10T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-10T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-10T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-10T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-10T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-10T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-10T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-10T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-10T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-10T07:00:12] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-10T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-10T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-10T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-10T07:15:00] bathroom_light | OnOff.OnOff = False\n[2026-07-10T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-10T07:15:20] kitchen_light | OnOff.OnOff = True\n[2026-07-10T07:19:00] kitchen_light | OnOff.OnOff = False\n[2026-07-10T07:19:21] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-10T07:19:23] front_door_contact | BooleanState.StateValue = False\n[2026-07-10T07:19:30] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-10T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-10T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-10T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-10T07:30:12] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-10T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-10T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-10T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-10T07:46:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T07:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-10T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-10T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-10T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-10T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-10T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-10T08:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-10T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-10T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-10T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-10T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-10T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T08:30:12] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-10T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-10T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-10T08:46:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-10T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-10T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-10T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-10T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-10T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-10T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-10T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-10T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-10T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-10T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-10T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-10T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-10T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-10T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-10T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-10T09:30:12] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-10T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-10T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-10T09:46:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-10T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-10T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-10T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-10T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-10T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-10T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-10T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-10T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T10:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-10T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-10T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-10T10:30:12] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-10T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-10T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-10T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-10T10:46:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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||
{"pair_id": "DPO_DEV_TP_00168_pair", "episode_id": "DPO_DEV_TP_00168", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 121\n\n## 设备事件日志\n[2026-08-14T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-14T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-14T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-14T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-14T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-14T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-14T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-14T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-14T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-14T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-14T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-14T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-14T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-14T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-14T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-14T06:26:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-14T06:30:14] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-14T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-14T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-14T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:49:08] kitchen_light | OnOff.OnOff = True\n[2026-08-14T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-14T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-14T06:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-14T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-14T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-14T07:19:39] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-14T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-14T07:28:00] kitchen_light | OnOff.OnOff = False\n[2026-08-14T07:28:17] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T07:28:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-14T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-14T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-14T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-14T07:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-14T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-14T07:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-14T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-14T08:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-14T08:19:39] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-14T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-14T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-14T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T08:40:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-14T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-14T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-14T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-14T09:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-14T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-14T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-14T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-14T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-14T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-14T09:25:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-14T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-14T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-14T09:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-14T09:49:39] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-14T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-14T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-14T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-14T10:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-14T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-14T10:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-14T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-14T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-14T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-14T10:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-14T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-14T11:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-14T11:19:39] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-14T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-14T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-14T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-14T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T11:40:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-14T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-14T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-14T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-14T12:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-14T12:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-14T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-14T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-14T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-14T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-14T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-14T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-14T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00169_pair", "episode_id": "DPO_DEV_TP_00169", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 117\n\n## 设备事件日志\n[2026-08-14T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-14T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-14T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-14T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-14T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-14T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-14T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-14T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-14T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-14T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-14T06:02:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:03:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-14T06:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-14T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-14T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-14T06:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-14T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-14T06:43:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-14T06:52:08] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T06:52:14] front_door_lock | DoorLock.LockState = 1\n[2026-08-14T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-14T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:04:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:07:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-14T07:13:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-14T07:27:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-14T07:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-14T07:38:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-14T07:52:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-14T07:58:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:04:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-14T08:17:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-14T08:23:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-14T08:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-14T08:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-14T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-14T08:49:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-14T08:58:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-14T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-14T09:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-14T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-14T09:14:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T09:23:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-14T09:29:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-14T09:34:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T09:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T09:48:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-14T09:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T09:59:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:04:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-14T10:13:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-14T10:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-14T10:24:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:33:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-14T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-14T10:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T10:49:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-14T10:58:10] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-14T11:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:09:00] kitchen_light | OnOff.OnOff = True\n[2026-08-14T11:09:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-14T11:14:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T11:24:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-14T11:29:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T11:34:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-14T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-14T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00170_pair", "episode_id": "DPO_DEV_TP_00170", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 127\n\n## 设备事件日志\n[2026-07-10T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-10T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-10T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-10T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-10T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-10T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-10T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-10T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-10T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-10T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-10T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-10T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-10T06:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-10T06:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T06:27:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-10T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-10T06:38:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-10T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-10T06:49:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-10T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-10T06:59:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-10T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-10T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-10T07:08:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-10T07:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-10T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-10T07:24:25] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-10T07:24:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-10T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-10T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-10T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-10T07:38:03] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-10T07:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-10T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-10T07:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T07:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-10T07:59:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T08:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-10T08:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-10T08:19:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-10T08:29:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-10T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-10T08:39:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-10T08:49:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-10T08:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-10T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-10T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-10T09:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-10T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-10T09:09:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-10T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-10T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-10T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-10T09:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-10T09:24:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:27:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-10T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-10T09:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-10T09:44:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:47:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-10T09:54:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-10T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-10T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-10T10:08:03] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-10T10:14:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-10T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-10T10:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-10T10:29:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T10:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-10T10:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-10T10:49:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T10:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-10T10:59:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-10T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-10T11:09:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:12:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-10T11:19:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-10T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-10T11:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-10T11:39:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-10T11:49:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-10T11:54:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T11:57:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-10T12:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00171_pair", "episode_id": "DPO_DEV_TP_00171", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 125\n\n## 设备事件日志\n[2026-08-17T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-17T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-17T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-17T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-17T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-17T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-17T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-17T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-17T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-17T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-17T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-17T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-17T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-17T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:33:07] master_bedroom_light | OnOff.OnOff = True\n[2026-08-17T06:38:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-17T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-17T06:50:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T06:50:04] kids_room_light | OnOff.OnOff = True\n[2026-08-17T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-17T06:58:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T06:59:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-17T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-17T07:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:04:40] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-17T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-17T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-17T07:15:18] kids_room_light | OnOff.OnOff = False\n[2026-08-17T07:15:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-17T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-17T07:29:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:35:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-17T07:40:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-17T07:49:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-17T07:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-17T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-17T08:09:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T08:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-17T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-17T08:25:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-17T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T08:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-17T08:45:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T08:54:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:55:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-17T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-17T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-17T09:05:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-17T09:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-17T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-17T09:14:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:15:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-17T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T09:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-17T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-17T09:35:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-17T09:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-17T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-17T09:50:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T09:59:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T10:05:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T10:10:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-17T10:19:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-17T10:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-17T10:39:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T10:55:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-17T11:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-17T11:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-17T11:15:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T11:24:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:25:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-17T11:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T11:35:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-17T11:44:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-17T11:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-17T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-17T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-17T12:05:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00172_pair", "episode_id": "DPO_DEV_TP_00172", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 126\n\n## 设备事件日志\n[2026-07-16T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-16T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-16T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-16T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-16T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-16T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-16T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-16T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-16T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-16T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-16T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-16T06:05:05] master_bedroom_light | OnOff.OnOff = True\n[2026-07-16T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-16T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-16T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-16T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-16T06:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-16T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:34:03] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-16T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-16T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-16T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-16T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-16T06:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-16T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-16T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:04:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-16T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-16T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-16T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-16T07:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-16T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-16T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-16T07:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-16T07:43:28] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-16T07:43:33] front_door_contact | BooleanState.StateValue = True\n[2026-07-16T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-16T07:48:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-16T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-16T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-16T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T08:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-16T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-16T08:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-16T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-16T08:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-16T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-16T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T08:33:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-16T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-16T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-16T08:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-16T08:53:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-16T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-16T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-16T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-16T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-16T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-16T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-16T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-16T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-16T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-16T09:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-16T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-16T09:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T09:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-16T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-16T09:38:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-16T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-16T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-16T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-16T09:58:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-16T10:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-16T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-16T10:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T10:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-16T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-16T10:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-16T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-16T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T10:33:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-16T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-16T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-16T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-16T10:53:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-16T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-16T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-16T11:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-16T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-16T11:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-16T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-16T11:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T11:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-16T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T11:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-16T11:38:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-16T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-16T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-16T11:58:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-16T12:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T12:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-16T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-16T12:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T12:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-16T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00173_pair", "episode_id": "DPO_DEV_TP_00173", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 132\n\n## 设备事件日志\n[2026-07-19T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-19T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-19T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-19T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-19T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-19T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-19T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-19T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-19T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-19T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-19T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-19T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-19T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-19T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-19T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-19T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-19T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-19T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-19T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-19T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-19T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-19T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-19T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-19T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-19T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-19T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-19T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-19T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-19T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-19T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-19T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-19T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-19T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-19T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-19T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-19T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-19T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-19T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-19T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-19T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-19T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-19T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-19T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-19T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-19T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-19T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-19T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-19T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-19T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-19T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-19T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-19T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-19T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-19T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-19T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-19T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-19T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-19T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-19T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-19T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-19T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-19T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-19T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-19T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-19T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-19T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-19T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-19T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-19T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-19T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-19T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-19T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-19T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-19T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-19T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-19T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-19T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-19T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-19T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-19T10:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-19T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-19T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-19T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-19T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-19T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-19T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-19T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-19T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-19T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-19T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-19T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-19T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-19T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-19T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-19T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-19T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-19T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-19T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-19T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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||
{"pair_id": "DPO_DEV_TP_00174_pair", "episode_id": "DPO_DEV_TP_00174", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 135\n\n## 设备事件日志\n[2026-07-31T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-31T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-31T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-31T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-31T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-31T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-31T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-31T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-31T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-31T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-31T06:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-31T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-31T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-31T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:31:07] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-31T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-31T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-31T06:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-31T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-31T06:53:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-31T06:58:02] kitchen_light | OnOff.OnOff = True\n[2026-07-31T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-31T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-31T07:13:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-31T07:14:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-31T07:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-31T07:23:03] kitchen_light | OnOff.OnOff = False\n[2026-07-31T07:23:18] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T07:23:25] front_door_lock | DoorLock.LockState = 1\n[2026-07-31T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-31T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-31T07:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-31T07:43:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-31T07:53:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-31T07:59:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T08:03:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:06:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-31T08:13:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-31T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-31T08:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-31T08:28:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-31T08:33:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-31T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-31T08:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-31T08:48:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-31T08:58:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-31T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-31T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-31T09:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-31T09:08:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-31T09:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-31T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-31T09:18:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-31T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-31T09:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-31T09:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-31T09:38:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-31T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-31T09:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-31T09:53:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:56:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-31T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-31T10:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-31T10:13:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-31T10:23:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-31T10:29:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T10:33:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-31T10:43:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-31T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-31T10:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-31T10:58:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-31T11:03:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-31T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-31T11:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-31T11:18:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:21:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-31T11:28:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-31T11:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-31T11:38:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-31T11:48:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-31T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-31T11:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-31T12:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T12:08:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00175_pair", "episode_id": "DPO_DEV_TP_00175", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 120\n\n## 设备事件日志\n[2026-07-15T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-15T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-15T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-15T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-15T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-15T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-15T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-15T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-15T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-15T06:04:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T06:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-15T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-15T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-15T06:24:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-15T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-15T06:34:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-15T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-15T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-15T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-15T06:54:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T06:59:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-15T07:04:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:08:00] kitchen_light | OnOff.OnOff = False\n[2026-07-15T07:08:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-15T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-15T07:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-15T07:24:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:28:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-15T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-15T07:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-15T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-15T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-15T07:59:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-15T08:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-15T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-15T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-15T08:24:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T08:28:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-15T08:34:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-15T08:39:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:40:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-15T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-15T08:54:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-15T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-15T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-15T09:04:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:05:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-15T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-15T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-15T09:10:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-15T09:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-15T09:24:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-15T09:30:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-15T09:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-15T09:49:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:50:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T09:54:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-15T10:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-15T10:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-15T10:14:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:15:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-15T10:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-15T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-15T10:34:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-15T10:39:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:40:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-15T10:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-15T10:54:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T10:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-15T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-15T11:04:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:05:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:06:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-15T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-15T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-15T11:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:24:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T11:25:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-15T11:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-15T11:36:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-15T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-15T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-15T11:46:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-15T11:54:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
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||
{"pair_id": "DPO_DEV_TP_00176_pair", "episode_id": "DPO_DEV_TP_00176", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 135\n\n## 设备事件日志\n[2026-08-15T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-15T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-15T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-15T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-15T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-15T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-15T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-15T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-15T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-15T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-15T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-15T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-15T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-15T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-15T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-15T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-15T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-15T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-15T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-15T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-15T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-15T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-15T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-15T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-15T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-15T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-15T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-15T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-15T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-15T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-15T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-15T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-15T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-15T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-15T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-15T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-15T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-15T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-15T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-15T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-15T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-15T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-15T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-15T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-15T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-15T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-15T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-15T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-15T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-15T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-15T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-15T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-15T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-15T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-15T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-15T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-15T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-15T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-15T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-15T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-15T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-15T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-15T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-15T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-15T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-15T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-15T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-15T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-15T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-15T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-15T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-15T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-15T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-15T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T09:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-15T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-15T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-15T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-15T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-15T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-15T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-15T10:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-15T10:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-15T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-15T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-15T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-15T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-15T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-15T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-15T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-15T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-15T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-15T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-15T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-15T10:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-15T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-15T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-15T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-15T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-15T11:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-15T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-15T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-15T11:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-15T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T11:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-15T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-15T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-15T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-15T11:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-15T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-15T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-15T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-15T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-15T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-15T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00177_pair", "episode_id": "DPO_DEV_TP_00177", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 139\n\n## 设备事件日志\n[2026-08-08T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-08T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-08T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-08T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-08T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-08T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-08T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-08T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-08T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-08T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-08T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-08T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-08T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-08T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-08T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T06:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-08T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-08T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-08T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-08T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-08T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-08T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-08T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-08T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-08T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-08T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-08T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-08T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-08T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-08T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-08T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-08T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-08T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-08T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-08T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-08T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-08T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-08T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-08T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-08T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-08T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-08T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-08T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-08T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-08T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-08T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-08T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-08T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-08T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-08T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-08T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-08T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-08T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-08T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-08T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-08T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-08T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-08T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-08T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-08T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-08T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-08T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-08T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-08T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-08T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-08T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-08T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-08T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-08T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-08T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-08T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-08T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-08T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-08T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-08T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-08T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-08T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-08T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-08T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-08T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-08T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T10:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-08T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-08T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-08T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-08T10:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-08T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-08T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-08T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-08T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-08T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-08T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-08T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-08T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-08T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-08T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-08T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-08T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-08T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-08T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-08T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-08T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-08T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-08T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-08T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-08T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-08T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-08T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00178_pair", "episode_id": "DPO_DEV_TP_00178", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 127\n\n## 设备事件日志\n[2026-08-14T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-14T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-14T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-14T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-08-14T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-14T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-14T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-14T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-14T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-14T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-14T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-14T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-14T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-14T06:17:08] master_bedroom_light | OnOff.OnOff = True\n[2026-08-14T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-14T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T06:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-14T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-14T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-14T06:53:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-14T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-14T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-14T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:00:04] kitchen_light | OnOff.OnOff = True\n[2026-08-14T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-14T07:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-14T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-14T07:16:26] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T07:16:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-14T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-14T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-14T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-14T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-14T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-14T07:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-14T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-14T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-14T08:06:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-14T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-14T08:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-14T08:26:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-14T08:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-14T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-14T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-14T08:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:01:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-14T09:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-14T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T09:21:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-14T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-14T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T09:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-14T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-14T09:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-14T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-14T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-14T10:06:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-14T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-14T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T10:26:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-14T10:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-14T10:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-14T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-14T10:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-14T10:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T11:01:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T11:21:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-14T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-14T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-14T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-14T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-14T11:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-14T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-14T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-14T12:06:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T12:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-14T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00179_pair", "episode_id": "DPO_DEV_TP_00179", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 115\n\n## 设备事件日志\n[2026-07-09T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-09T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-09T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-09T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-09T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-09T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-09T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-09T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-09T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-09T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-09T06:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T06:20:06] master_bedroom_light | OnOff.OnOff = True\n[2026-07-09T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-09T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-09T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:32:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-09T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-09T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-09T06:46:06] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-09T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-09T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-09T06:57:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:09:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-09T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-09T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-09T07:15:03] kitchen_light | OnOff.OnOff = False\n[2026-07-09T07:15:21] front_door_contact | BooleanState.StateValue = False\n[2026-07-09T07:16:35] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-09T07:24:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-09T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-09T07:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-09T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-09T07:45:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-09T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-09T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-09T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-09T08:05:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-09T08:14:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-09T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-09T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T08:34:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-09T08:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-09T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-09T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-09T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-09T09:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-09T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-09T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-09T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-09T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-09T09:10:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-09T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-09T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-09T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-09T09:30:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T09:39:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-09T09:46:35] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T09:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-09T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-09T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T10:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-09T10:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-09T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-09T10:15:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-09T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-09T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-09T10:35:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T10:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-09T10:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-09T10:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-09T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T11:04:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T11:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-09T11:12:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-09T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-09T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-09T11:32:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-09T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-09T11:40:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T11:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-09T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-09T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-09T12:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-09T12:00:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T12:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-09T12:09:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00180_pair", "episode_id": "DPO_DEV_TP_00180", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 125\n\n## 设备事件日志\n[2026-08-03T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-03T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-03T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-03T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-03T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-03T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-03T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-08-03T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-03T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-03T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-03T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-03T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-03T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-03T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-03T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-03T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-03T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T06:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-03T06:37:04] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-03T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-03T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-03T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-03T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-03T06:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-03T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-03T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-03T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-03T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-03T07:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-03T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-03T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-03T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-03T07:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T07:42:12] front_door_lock | DoorLock.LockState = 2\n[2026-08-03T07:42:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-03T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-03T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-03T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-03T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-03T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T08:02:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-03T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-03T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-03T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-03T08:22:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-03T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-03T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-03T08:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-03T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-03T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-03T08:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T09:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-03T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-03T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-03T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-03T09:07:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-03T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-03T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-03T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-03T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-03T09:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-03T09:27:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-03T09:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T09:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-03T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-03T09:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-03T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-03T09:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-03T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2560\n[2026-08-03T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T10:02:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-03T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-03T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-03T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-03T10:22:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-03T10:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-03T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-03T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-03T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-03T10:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-03T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-03T10:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-03T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-03T11:07:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-03T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-03T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-03T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-03T11:27:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-03T11:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T11:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-03T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-03T11:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T11:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-03T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-03T11:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-03T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-03T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-03T12:02:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-03T12:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-03T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-03T12:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-03T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-03T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
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{"pair_id": "DPO_DEV_TP_00181_pair", "episode_id": "DPO_DEV_TP_00181", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 127\n\n## 设备事件日志\n[2026-07-28T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-28T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-28T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-28T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-28T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-28T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-28T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-28T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-28T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-28T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-28T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-28T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-28T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-28T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-28T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-28T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-28T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-28T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-07-28T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-28T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-28T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-28T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-28T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-28T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-28T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-28T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-28T06:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:21:15] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-28T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-28T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-28T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-28T06:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-28T06:45:07] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:45:57] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-28T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-28T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-28T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-28T07:07:00] bathroom_light | OnOff.OnOff = False\n[2026-07-28T07:08:32] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-28T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-28T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-28T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-28T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-28T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-28T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-28T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-28T07:35:00] kitchen_light | OnOff.OnOff = False\n[2026-07-28T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-28T07:35:05] bedroom_light | OnOff.OnOff = False\n[2026-07-28T07:35:16] front_door_lock | DoorLock.LockState = 2\n[2026-07-28T07:35:18] front_door_contact | BooleanState.StateValue = True\n[2026-07-28T07:35:19] front_door_lock | DoorLock.LockState = 1\n[2026-07-28T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-28T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-28T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-28T07:45:57] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T07:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-28T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-28T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-28T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-28T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-28T08:08:32] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-28T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-28T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-28T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-28T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-28T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-28T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-28T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-28T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-28T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-28T08:45:57] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-28T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-28T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-28T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-28T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-28T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-28T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-28T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-28T09:08:32] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-28T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-28T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-28T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-28T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-28T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-28T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-28T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-28T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-28T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-28T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-28T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-28T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-28T09:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-28T09:45:57] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-28T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-28T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-28T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-28T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T10:08:32] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-28T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-28T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-28T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-28T10:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-28T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-28T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-28T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-28T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-28T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-28T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-28T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-28T10:45:57] bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00182_pair", "episode_id": "DPO_DEV_TP_00182", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 121\n\n## 设备事件日志\n[2026-07-17T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-17T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-17T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-17T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-17T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-17T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-17T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-17T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-17T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-17T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-17T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-17T06:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-17T06:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-17T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-17T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T06:33:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-17T06:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T06:40:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-17T06:40:07] kitchen_light | OnOff.OnOff = True\n[2026-07-17T06:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-17T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-17T06:55:11] dining_room_light | OnOff.OnOff = True\n[2026-07-17T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-17T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-17T07:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-17T07:13:08] kitchen_light | OnOff.OnOff = False\n[2026-07-17T07:13:28] front_door_contact | BooleanState.StateValue = False\n[2026-07-17T07:14:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:15:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-17T07:23:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-17T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-17T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-17T07:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-17T07:43:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-17T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-17T07:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-17T07:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:05:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-17T08:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-17T08:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-17T08:28:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-17T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-17T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-17T08:40:45] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-17T08:48:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-17T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-17T08:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-17T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-17T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-17T09:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-17T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-17T09:09:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-17T09:10:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-17T09:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-17T09:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-17T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-17T09:30:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:38:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-17T09:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-17T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-17T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-17T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-17T10:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-17T10:13:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-17T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-17T10:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-17T10:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T10:35:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-17T10:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-17T10:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-17T10:58:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-17T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-17T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-17T11:10:45] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-17T11:18:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-17T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-17T11:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-17T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-17T11:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:40:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-17T11:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-17T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-17T12:00:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-17T12:08:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00183_pair", "episode_id": "DPO_DEV_TP_00183", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 118\n\n## 设备事件日志\n[2026-07-12T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-12T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-12T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-12T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-12T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-12T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-12T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-12T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-12T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-07-12T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-12T06:04:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T06:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-12T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-12T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-12T06:24:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T06:25:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-12T06:34:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-12T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-12T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-12T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-12T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-12T06:59:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-12T07:01:10] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-12T07:01:19] front_door_contact | BooleanState.StateValue = True\n[2026-07-12T07:04:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T07:06:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-12T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-12T07:24:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T07:25:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-12T07:31:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-12T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-12T07:49:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T07:51:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-12T07:59:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-12T08:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-12T08:14:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:16:13] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:25:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T08:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:29:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-12T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-12T08:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-12T08:49:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-12T08:54:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T08:55:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-12T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-12T09:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-12T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-12T09:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-12T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-12T09:14:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-12T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-12T09:19:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-12T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-12T09:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:39:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-12T09:44:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-12T09:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-12T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-12T10:04:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-12T10:09:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-12T10:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-12T10:24:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-12T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-12T10:34:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:39:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-12T10:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-12T10:49:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-12T10:54:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T10:55:54] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T11:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-12T11:14:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:17:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-12T11:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-12T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-12T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-12T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-12T11:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-12T11:49:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:52:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-12T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00184_pair", "episode_id": "DPO_DEV_TP_00184", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 124\n\n## 设备事件日志\n[2026-07-02T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-02T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-02T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-02T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-02T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-02T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-02T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-02T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-02T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-02T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-02T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-02T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-02T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-02T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-02T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T06:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T06:37:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T06:38:34] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-02T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-02T06:44:13] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-02T06:48:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-02T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-02T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-02T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-02T07:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-02T07:09:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-02T07:11:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-02T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-02T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-02T07:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:24:17] kids_room_light | OnOff.OnOff = False\n[2026-07-02T07:24:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-02T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:35:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-02T07:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-02T07:49:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-02T07:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-02T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-02T08:09:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:10:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-02T08:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-02T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-02T08:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-02T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-02T08:39:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-02T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-02T08:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-02T08:54:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:55:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-02T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-02T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-02T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-02T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-07-02T09:09:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-02T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-07-02T09:14:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:15:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-07-02T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-02T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-02T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-02T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-02T09:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-02T09:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-02T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-02T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-02T09:59:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T10:05:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-02T10:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-02T10:19:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-02T10:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-02T10:39:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:40:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-02T10:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-02T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-02T10:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-02T11:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-02T11:09:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-02T11:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-02T11:24:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:25:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-02T11:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-02T11:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-02T11:44:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:45:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-02T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-02T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-02T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-02T12:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-02T12:14:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00185_pair", "episode_id": "DPO_DEV_TP_00185", "scenario_id": "T-DF-08", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 128\n\n## 设备事件日志\n[2026-08-27T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-27T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-27T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-27T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-27T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-27T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-27T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-27T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-27T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-27T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-27T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-27T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-27T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-27T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-27T06:27:00] master_bathroom_light | OnOff.OnOff = True\n[2026-08-27T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:31:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-27T06:37:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-27T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-27T06:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:53:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-27T06:54:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-27T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-27T07:08:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-27T07:21:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-27T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-27T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:32:08] kitchen_light | OnOff.OnOff = False\n[2026-08-27T07:32:37] front_door_contact | BooleanState.StateValue = False\n[2026-08-27T07:33:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-27T07:42:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-27T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-27T07:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-27T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-27T08:02:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-27T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-27T08:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-27T08:18:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-27T08:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T08:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T08:38:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T08:47:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-27T08:54:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-27T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-27T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-27T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T09:07:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:08:00] living_room_ac | Event: DeviceOffline()\n[2026-08-27T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-27T09:10:00] living_room_ac | Event: DeviceOnline()\n[2026-08-27T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T09:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:18:00] living_room_ac | Event: DeviceOffline()\n[2026-08-27T09:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T09:23:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-27T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-27T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-27T09:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T09:43:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T09:52:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-27T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T10:03:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T10:12:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-27T10:21:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-27T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T10:32:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-27T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-27T10:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-27T10:48:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-27T11:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-27T11:08:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T11:17:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T11:24:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-27T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-27T11:37:38] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-27T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T11:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T11:53:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-27T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T12:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-27T12:06:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
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{"pair_id": "DPO_DEV_FP_00186_pair", "episode_id": "DPO_DEV_FP_00186", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 131\n\n## 设备事件日志\n[2026-08-06T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-06T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-06T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-06T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-06T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-06T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-06T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-06T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-06T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-06T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-06T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-06T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-06T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-06T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-06T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-06T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-06T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-06T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-06T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-06T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-06T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-06T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-06T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-06T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-06T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-06T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-06T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-06T06:29:04] bedroom_light | OnOff.OnOff = True\n[2026-08-06T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-06T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-06T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-06T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-06T06:41:02] bathroom_light | OnOff.OnOff = True\n[2026-08-06T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-06T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-06T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-06T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-06T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-06T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-06T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-06T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-06T07:01:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-06T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-06T07:14:00] bathroom_light | OnOff.OnOff = False\n[2026-08-06T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-06T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-06T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-06T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-06T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-06T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-06T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-06T07:36:02] bedroom_light | OnOff.OnOff = False\n[2026-08-06T07:36:15] front_door_lock | DoorLock.LockState = 2\n[2026-08-06T07:36:25] front_door_contact | BooleanState.StateValue = True\n[2026-08-06T07:36:26] front_door_lock | DoorLock.LockState = 1\n[2026-08-06T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-06T07:42:35] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-06T07:45:21] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T07:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-06T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-06T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-06T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-06T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-06T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-06T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-06T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-06T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-06T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-06T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-06T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-06T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-06T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-06T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-06T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-06T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-06T08:42:35] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-06T08:45:21] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-06T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-06T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-06T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-06T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-06T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-06T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-06T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-06T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-06T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-06T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-06T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-06T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-06T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-06T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-06T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-06T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-06T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-06T09:42:35] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T09:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-06T09:45:21] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-06T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-06T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-06T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T10:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-06T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-06T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-06T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-06T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-06T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-06T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-06T10:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-06T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-06T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-06T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-06T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-06T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-06T10:42:35] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-06T10:45:21] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T10:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-06T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-06T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00187_pair", "episode_id": "DPO_DEV_FP_00187", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 127\n\n## 设备事件日志\n[2026-07-16T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-16T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-16T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-16T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-16T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-16T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-16T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-16T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-16T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-16T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-16T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-16T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-07-16T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-16T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-16T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-16T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-16T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-16T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-16T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-16T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-16T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-16T06:27:02] bathroom_light | OnOff.OnOff = True\n[2026-07-16T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:32:02] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-16T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-16T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-16T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-16T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-16T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-16T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-16T06:56:51] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-16T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-16T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-16T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-16T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-16T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-16T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-16T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-16T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-16T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-16T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:31:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:31:21] front_door_contact | BooleanState.StateValue = False\n[2026-07-16T07:31:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-16T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-16T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-16T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-16T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-16T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-16T07:51:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-16T07:56:51] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-16T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-16T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-16T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-16T08:11:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-16T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-16T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-16T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-16T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-16T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T08:31:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-16T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-16T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-16T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-16T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-16T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-16T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-16T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-16T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-16T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-16T09:06:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-16T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-16T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-16T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-16T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-16T09:26:51] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T09:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-16T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-16T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-16T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-16T09:41:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-16T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-16T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-16T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-16T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T10:01:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-16T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-16T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-16T10:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-16T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-16T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-16T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-16T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-16T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-16T10:36:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-16T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-16T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-16T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-16T10:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-16T10:56:51] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T11:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-16T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-16T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-16T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-16T11:11:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-16T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-16T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00188_pair", "episode_id": "DPO_DEV_FP_00188", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 123\n\n## 设备事件日志\n[2026-08-22T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-22T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-22T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-22T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-22T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-22T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-22T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-22T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-22T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-22T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-22T06:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T06:04:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-22T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-22T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-22T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-22T06:29:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:35:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-22T06:35:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-22T06:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-22T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-22T06:56:02] front_door_lock | DoorLock.LockState = 2\n[2026-08-22T06:56:12] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-22T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-22T07:01:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-08-22T07:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-22T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-22T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-22T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-22T07:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-22T07:34:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T07:35:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-22T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-22T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-22T07:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-22T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-22T08:01:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-22T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-22T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-22T08:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-22T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-22T08:27:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-22T08:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-22T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-22T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-22T08:42:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-22T08:49:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T08:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-22T08:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-22T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-22T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-22T09:02:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-22T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-22T09:14:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-22T09:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-22T09:27:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-22T09:34:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:35:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T09:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-22T09:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:52:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-22T09:59:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-22T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-22T10:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-22T10:17:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-22T10:24:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-22T10:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-22T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-22T10:42:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-22T10:49:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-22T10:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-22T11:02:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-22T11:09:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-22T11:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-22T11:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-22T11:22:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-22T11:28:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-22T11:40:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-22T11:41:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-22T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-22T11:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-22T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-22T11:57:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_FP_00189_pair", "episode_id": "DPO_DEV_FP_00189", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 123\n\n## 设备事件日志\n[2026-07-13T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-13T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-13T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-13T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-13T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-13T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-13T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-13T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-13T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-13T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-07-13T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-13T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-13T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-13T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-13T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-13T06:28:08] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-13T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-13T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-13T06:42:10] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-13T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-13T06:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:48:28] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-13T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-13T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-13T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-13T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-13T07:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-13T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-13T07:21:00] kitchen_light | OnOff.OnOff = False\n[2026-07-13T07:21:20] front_door_lock | DoorLock.LockState = 2\n[2026-07-13T07:21:24] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-13T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-13T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-13T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-13T07:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-13T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-13T07:48:28] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-13T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-13T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-13T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T08:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-13T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-13T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-13T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-13T08:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-13T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-13T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-13T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-13T08:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-13T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-13T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-13T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-13T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T09:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-13T09:18:28] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-13T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-13T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-13T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T09:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-13T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-13T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-13T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-13T10:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-13T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-13T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-13T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-13T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-13T10:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-13T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-13T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-13T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-13T10:48:28] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T10:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-13T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-13T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-13T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-13T11:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-13T11:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-13T11:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-13T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-13T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-13T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-13T11:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-13T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-13T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-13T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-13T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-13T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-13T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-13T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-13T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-13T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-07-13T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-07-13T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-13T14:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00190_pair", "episode_id": "DPO_DEV_FP_00190", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 122\n\n## 设备事件日志\n[2026-07-07T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-07T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-07T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-07T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-07T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-07T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-07T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-07T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-07T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-07T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-07T06:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:05:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-07T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-07T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-07T06:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:25:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-07T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-07T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-07T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-07T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-07T06:56:43] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-07T07:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T07:05:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T07:09:06] front_door_lock | DoorLock.LockState = 2\n[2026-07-07T07:09:09] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-07T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-07T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-07T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-07T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-07T07:26:43] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-07T07:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-07T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-07T07:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-07T07:59:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-07T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-07T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-07T08:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-07T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-07T08:26:43] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-07T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-07T08:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:38:14] living_room_light | OnOff.OnOff = True\n[2026-07-07T08:40:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-07T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-07T08:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-07T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-07T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-07T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-07T09:03:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:05:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-07T09:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-07T09:18:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-07T09:23:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:25:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-07T09:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-07T09:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-07T09:48:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:50:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-07T09:56:43] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-07T10:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-07T10:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-07T10:13:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:15:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-07T10:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-07T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-07T10:33:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-07T10:38:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:40:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-07T10:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-07T10:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-07T10:59:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-07T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-07T11:04:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-07T11:13:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-07T11:18:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-07T11:24:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:26:43] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-07T11:33:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-07T11:34:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-07T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-07T11:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-07T11:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-07T11:53:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-07T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-07T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00191_pair", "episode_id": "DPO_DEV_FP_00191", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 125\n\n## 设备事件日志\n[2026-07-31T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-31T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-31T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-31T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-31T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-31T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-31T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-31T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-31T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-31T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-31T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-31T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-31T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-31T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-31T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-31T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-31T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-31T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-31T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-31T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-31T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-31T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-31T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-31T06:35:05] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-31T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-31T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-31T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-31T06:55:05] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T06:59:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-31T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-31T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-31T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-31T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-31T07:16:00] kitchen_light | OnOff.OnOff = False\n[2026-07-31T07:16:20] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T07:16:28] front_door_contact | BooleanState.StateValue = True\n[2026-07-31T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-31T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-31T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-31T07:26:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-31T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-31T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-31T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-31T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-31T07:46:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-31T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-31T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-31T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-31T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-31T08:06:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-31T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-31T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-31T08:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-31T08:29:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-31T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-31T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-31T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-31T08:41:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T08:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-31T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-31T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-31T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-31T09:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-31T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-31T09:01:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-31T09:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-31T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-31T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-31T09:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-31T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-31T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-31T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-31T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-31T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-31T09:36:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-31T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-31T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-31T09:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-31T09:59:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T10:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-31T10:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-31T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-31T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-31T10:11:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-31T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-31T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-31T10:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-31T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T10:31:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T10:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-31T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-31T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-31T10:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-31T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-31T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-31T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-31T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-31T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-31T11:06:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T11:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-31T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-31T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-31T11:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00192_pair", "episode_id": "DPO_DEV_FP_00192", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 121\n\n## 设备事件日志\n[2026-07-26T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-26T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-26T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-26T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-26T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-26T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-26T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-26T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-26T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-26T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-26T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T06:01:03] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-26T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-26T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-26T06:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T06:15:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-26T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-26T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-26T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T06:33:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-26T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-26T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-26T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-26T06:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T06:50:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-26T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-26T07:05:04] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-26T07:05:13] front_door_contact | BooleanState.StateValue = True\n[2026-07-26T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-26T07:10:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-26T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-26T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-26T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-26T07:30:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-26T07:35:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-26T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-26T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-26T07:55:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-26T08:01:58] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-26T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-26T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-26T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-26T08:20:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-26T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-26T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-26T08:37:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-26T08:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T08:45:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-26T08:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-26T08:57:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-26T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-26T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-26T09:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:10:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-26T09:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-26T09:22:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-26T09:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:30:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-26T09:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-26T09:47:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-26T09:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T09:55:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-26T10:01:58] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-26T10:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-26T10:12:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-26T10:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:20:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-26T10:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-26T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-26T10:37:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-26T10:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:45:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-26T10:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T10:57:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-26T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-26T11:06:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-26T11:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:11:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-26T11:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-26T11:22:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-26T11:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:31:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:33:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-26T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-26T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-26T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-26T11:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-26T11:57:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_FP_00193_pair", "episode_id": "DPO_DEV_FP_00193", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 129\n\n## 设备事件日志\n[2026-08-11T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-11T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-11T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-11T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-11T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-11T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-11T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-11T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-11T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-11T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-11T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-11T06:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T06:20:02] master_bedroom_light | OnOff.OnOff = True\n[2026-08-11T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-11T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-11T06:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-11T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-11T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-11T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-11T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-11T07:10:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-11T07:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-11T07:24:00] dining_room_light | OnOff.OnOff = False\n[2026-08-11T07:24:16] front_door_lock | DoorLock.LockState = 2\n[2026-08-11T07:24:25] front_door_lock | DoorLock.LockState = 1\n[2026-08-11T07:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-11T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-11T07:35:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-11T07:44:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-11T07:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-11T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:04:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-11T08:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-11T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T08:20:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-11T08:26:01] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-11T08:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-11T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-11T08:40:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-11T08:49:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-11T08:56:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-11T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-11T09:00:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-11T09:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-11T09:09:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-11T09:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-11T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-11T09:25:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-11T09:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-11T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-11T09:45:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-11T09:54:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-11T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-11T10:05:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-11T10:14:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-11T10:21:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-11T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T10:34:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-11T10:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-11T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T10:50:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-11T10:56:01] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-11T11:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-11T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-11T11:10:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-11T11:19:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-11T11:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T11:30:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-11T11:39:19] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T11:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-11T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-11T11:55:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-11T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-11T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-11T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-11T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-11T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_FP_00194_pair", "episode_id": "DPO_DEV_FP_00194", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 129\n\n## 设备事件日志\n[2026-08-01T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-01T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-01T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-01T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-01T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-01T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-01T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-01T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-01T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-01T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-01T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-01T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-01T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-01T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-01T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T06:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-01T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-01T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-01T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-01T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-01T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-01T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-01T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-01T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-01T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-01T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-01T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-01T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-01T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-01T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-01T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-01T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-01T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-01T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-01T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-01T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-01T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-01T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-01T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-01T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-01T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-01T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-01T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-01T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-01T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-01T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-01T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-01T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-01T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-01T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-01T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-01T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-01T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-01T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-01T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-01T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-01T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-01T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-01T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-01T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-01T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-01T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-01T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-01T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-01T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-01T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-01T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-01T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-01T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-01T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-01T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-01T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-01T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-01T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-01T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-01T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T10:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-01T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-01T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-01T10:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-01T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-01T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-01T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-01T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-01T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-01T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-01T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-01T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-01T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-01T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-01T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-01T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-01T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-01T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-01T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-01T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-01T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-01T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-01T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-01T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-01T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00195_pair", "episode_id": "DPO_DEV_FP_00195", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 112\n\n## 设备事件日志\n[2026-07-01T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-01T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-01T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-01T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-01T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-01T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-01T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-01T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-01T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-01T06:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T06:07:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-01T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-01T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-01T06:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T06:27:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-01T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-01T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-01T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-01T06:55:00] kitchen_light | OnOff.OnOff = False\n[2026-07-01T06:55:04] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-01T06:55:13] front_door_contact | BooleanState.StateValue = True\n[2026-07-01T06:57:35] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-01T07:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T07:05:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-01T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-01T07:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T07:25:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-01T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-01T07:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-01T07:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T07:50:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-01T07:57:35] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-01T08:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-01T08:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T08:15:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-01T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-01T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-01T08:38:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-01T08:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T08:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-01T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-01T08:48:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T08:52:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-01T08:57:35] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-01T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-01T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-01T09:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-01T09:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-01T09:13:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:17:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-01T09:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-01T09:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-01T09:33:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-01T09:38:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:42:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-01T09:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-01T09:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-01T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-01T10:03:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:07:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-01T10:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-01T10:18:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:23:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:27:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-01T10:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-01T10:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-01T10:48:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:52:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-01T10:57:35] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-01T11:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T11:05:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-01T11:08:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-01T11:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-01T11:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-01T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-01T11:33:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T11:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-01T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-01T11:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T11:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-01T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-01T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00196_pair", "episode_id": "DPO_DEV_FP_00196", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 122\n\n## 设备事件日志\n[2026-08-27T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-27T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-27T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-27T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-27T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-27T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-27T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-27T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-27T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-27T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-27T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-27T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-27T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-27T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-27T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-27T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-27T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-27T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-27T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-27T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-27T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-27T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-27T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:34:05] bathroom_light | OnOff.OnOff = True\n[2026-08-27T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-27T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-27T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-27T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-27T06:49:05] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-27T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-27T06:55:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-27T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-27T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-27T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-27T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-27T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-27T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-27T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-27T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-27T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-27T07:38:00] kitchen_light | OnOff.OnOff = False\n[2026-08-27T07:38:24] front_door_lock | DoorLock.LockState = 2\n[2026-08-27T07:38:29] front_door_contact | BooleanState.StateValue = True\n[2026-08-27T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-27T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-27T07:48:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-27T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-27T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-27T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-27T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T08:08:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-27T08:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-27T08:28:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T08:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-27T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-27T08:55:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-27T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-27T09:03:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-27T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-27T09:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-27T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-27T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-27T09:38:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T09:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-27T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-27T09:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-27T09:58:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-27T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-27T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-27T10:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-27T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-27T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-27T10:25:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T10:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-27T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T10:33:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T10:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-27T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-27T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-27T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-27T10:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-27T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-27T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-27T11:08:27] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T11:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-27T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-27T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00197_pair", "episode_id": "DPO_DEV_FP_00197", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 136\n\n## 设备事件日志\n[2026-08-09T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-09T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-09T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-09T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-09T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-09T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-09T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-09T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-09T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-09T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-09T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-09T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-09T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-09T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-09T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-09T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-09T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-09T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-09T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-09T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-09T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-09T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-09T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-09T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-09T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-09T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-09T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-09T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-09T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-09T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-09T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-09T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-09T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-09T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-09T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-09T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-09T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-09T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-09T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-09T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-09T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-09T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-09T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-09T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-09T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-09T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-09T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-09T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-09T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-09T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-09T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-09T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-09T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-09T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-09T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-09T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-09T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-09T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-09T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-09T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-09T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-09T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-09T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-09T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-09T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-09T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-09T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-09T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-09T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-09T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-09T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-09T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-09T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-09T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-09T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-09T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-09T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-09T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-09T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-09T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T10:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-09T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-09T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-09T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-09T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-09T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-09T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-09T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-09T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-09T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-09T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-09T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-09T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-09T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-09T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-09T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-09T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-09T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-09T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-09T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-09T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-09T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-09T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-09T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-09T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-09T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-09T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00198_pair", "episode_id": "DPO_DEV_FP_00198", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 124\n\n## 设备事件日志\n[2026-07-30T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-30T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-30T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-30T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-30T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-30T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-30T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-30T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-30T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-30T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-30T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-30T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-30T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-30T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-30T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T06:31:00] master_bathroom_light | OnOff.OnOff = True\n[2026-07-30T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-30T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-30T06:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T06:45:08] kids_room_light | OnOff.OnOff = True\n[2026-07-30T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-30T06:51:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-30T06:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T06:53:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-30T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-30T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-30T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-30T07:08:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T07:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-30T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-30T07:21:50] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T07:24:12] master_bedroom_light | OnOff.OnOff = False\n[2026-07-30T07:24:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-30T07:28:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-30T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-30T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-30T07:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-30T07:49:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T07:50:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-30T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-30T08:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T08:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-30T08:09:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T08:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-30T08:18:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-30T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-30T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T08:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-30T08:38:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-30T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-30T08:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-30T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-30T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-30T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-30T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-30T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-30T09:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T09:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-30T09:14:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T09:15:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-30T09:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-30T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T09:34:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T09:35:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-30T09:43:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-30T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-30T09:51:50] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-30T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-30T10:03:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-30T10:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-30T10:19:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-30T10:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-30T10:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-30T10:39:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-30T10:48:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-30T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-30T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-30T11:08:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-30T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-30T11:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-30T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-30T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-30T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-30T11:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-30T11:44:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-30T11:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-30T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-30T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-30T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-30T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-30T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00199_pair", "episode_id": "DPO_DEV_FP_00199", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 130\n\n## 设备事件日志\n[2026-08-14T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-14T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-14T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-14T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-14T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-14T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-14T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-14T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-14T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-14T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-14T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-14T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-14T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-14T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-14T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-14T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-14T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-14T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-14T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-14T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-14T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-14T06:35:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-14T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-14T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-14T06:52:14] kitchen_light | OnOff.OnOff = True\n[2026-08-14T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-14T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-14T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-14T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-14T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-14T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-14T07:22:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-14T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-14T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-14T07:37:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:37:14] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T07:37:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-14T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-14T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-14T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-14T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-14T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-14T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-14T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:02:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-14T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-14T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-14T08:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-14T08:22:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-14T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-14T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T08:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-14T08:37:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T08:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-14T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-14T08:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-14T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-14T08:57:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-14T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-14T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-14T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T09:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-14T09:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-14T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-14T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T09:32:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T09:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T09:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T09:52:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T09:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-14T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-14T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-14T10:07:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-14T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-14T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-14T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-14T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T10:27:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T10:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-14T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-14T10:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-14T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-14T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-14T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-14T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-14T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-14T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T11:02:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-14T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-14T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-14T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-14T11:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-14T11:22:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00200_pair", "episode_id": "DPO_DEV_FP_00200", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 135\n\n## 设备事件日志\n[2026-07-05T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-05T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-05T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-05T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-05T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-05T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-05T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-05T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-05T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-05T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-05T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-05T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-05T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-05T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-05T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-05T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-05T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-05T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-05T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-05T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-05T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-05T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-05T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-05T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-05T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-05T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-05T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-05T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-05T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-05T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-05T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-05T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-05T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-05T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-05T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-05T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-05T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-05T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-05T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-05T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-05T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-05T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-05T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-05T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-05T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-05T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-05T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-05T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-05T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-05T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-05T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-05T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-05T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-05T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-05T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-05T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-05T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-05T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-05T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-05T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-05T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-05T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-05T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-05T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-05T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-05T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-05T09:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-05T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-05T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-05T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-05T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-05T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-05T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-05T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-05T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-05T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-05T10:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-05T10:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-05T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-05T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-05T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-05T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-05T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-05T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-05T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-05T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-05T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-05T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-05T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-05T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-05T10:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-05T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T11:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T11:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-05T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-05T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-05T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-05T11:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-05T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-05T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-05T11:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-05T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T11:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-05T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-05T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-05T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-05T11:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-05T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-05T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-05T12:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-05T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-05T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-05T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-05T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00201_pair", "episode_id": "DPO_DEV_FP_00201", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 127\n\n## 设备事件日志\n[2026-07-23T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-23T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-23T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-23T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-23T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-23T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-23T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-23T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-23T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-23T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-23T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-23T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-23T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-23T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-23T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-23T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-23T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-23T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-23T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-23T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-23T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-23T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-23T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-23T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-23T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-23T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-23T06:54:03] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-23T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-23T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-23T07:07:13] kitchen_light | OnOff.OnOff = True\n[2026-07-23T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-23T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-23T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-23T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-23T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-23T07:29:00] kitchen_light | OnOff.OnOff = False\n[2026-07-23T07:29:18] front_door_lock | DoorLock.LockState = 2\n[2026-07-23T07:29:27] front_door_contact | BooleanState.StateValue = True\n[2026-07-23T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-23T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-23T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-23T07:37:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-23T07:44:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-23T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-23T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-23T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-23T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-23T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-23T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-23T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-23T08:19:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T08:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-23T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-23T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-23T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-23T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-23T08:39:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T08:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-23T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-23T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-23T08:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T08:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-23T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-23T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-23T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-23T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-23T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-23T09:07:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T09:14:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T09:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-23T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-23T09:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-23T09:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-23T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-23T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-23T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T09:49:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T09:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-23T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-23T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-23T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-23T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-23T10:09:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-23T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-23T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-23T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-23T10:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-23T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-23T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-23T10:37:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T10:44:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T10:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-23T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-23T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-23T11:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-23T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-23T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-23T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-23T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-23T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T11:19:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T11:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-23T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00202_pair", "episode_id": "DPO_DEV_FP_00202", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 119\n\n## 设备事件日志\n[2026-07-17T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-17T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-17T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-17T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-17T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-17T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-17T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-17T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-17T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-17T06:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-17T06:08:02] kitchen_light | OnOff.OnOff = True\n[2026-07-17T06:09:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-17T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-17T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-17T06:27:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-17T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-17T06:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-17T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-17T06:43:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-17T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-17T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-17T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-17T07:08:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:08:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:09:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T07:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-17T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-17T07:28:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-17T07:38:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-17T07:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T07:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-17T07:53:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-17T08:03:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-17T08:09:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-17T08:18:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-17T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-17T08:38:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-17T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-17T08:43:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-17T08:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-17T08:53:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T08:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-17T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-17T09:03:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-17T09:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-17T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-17T09:18:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-17T09:28:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-17T09:33:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-17T09:38:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-17T09:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-17T09:53:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-17T09:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-17T10:03:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:06:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:09:03] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-17T10:18:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-17T10:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-17T10:28:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-17T10:38:02] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-17T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-17T10:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-17T10:52:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-17T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-17T11:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-17T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-17T11:08:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-17T11:16:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-17T11:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-17T11:27:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-17T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-17T11:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-17T11:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-17T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-17T11:48:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T11:57:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_FP_00203_pair", "episode_id": "DPO_DEV_FP_00203", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 129\n\n## 设备事件日志\n[2026-08-11T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-11T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-11T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-11T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-11T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-11T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-11T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-11T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-11T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-11T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-11T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-11T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-11T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-11T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-11T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-11T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-11T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-11T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-11T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-11T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-11T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-11T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-11T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-11T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-11T06:46:02] bathroom_light | OnOff.OnOff = True\n[2026-08-11T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-11T06:53:00] bathroom_light | OnOff.OnOff = False\n[2026-08-11T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-11T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-11T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-11T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-11T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-11T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-11T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-11T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-11T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-11T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-11T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-11T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T07:31:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:31:16] front_door_contact | BooleanState.StateValue = False\n[2026-08-11T07:31:24] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-11T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-11T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-11T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-11T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-11T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-11T07:51:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-11T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-11T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-11T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-11T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T08:11:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-11T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-11T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-11T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-11T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-11T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-11T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:31:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-11T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-11T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-11T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-11T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-11T08:53:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T08:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-11T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-11T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-11T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-11T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-11T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-11T09:06:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-11T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-11T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-11T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-11T09:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-11T09:26:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T09:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-11T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-11T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-11T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-11T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-11T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-11T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-11T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-11T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-11T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-11T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T10:01:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-11T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-11T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-11T10:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-11T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-11T10:23:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T10:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-11T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-11T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-11T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-11T10:36:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-11T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-11T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-11T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-11T10:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-11T10:56:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T11:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-11T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-11T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-11T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-11T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-11T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-11T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-11T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_FP_00204_pair", "episode_id": "DPO_DEV_FP_00204", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 132\n\n## 设备事件日志\n[2026-07-04T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-04T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-04T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-04T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-04T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-04T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-04T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-04T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-04T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-04T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-04T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-04T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-04T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-04T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-04T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-04T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-04T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-04T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-04T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-04T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-04T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-04T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-04T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-04T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-04T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-04T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-04T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-04T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-04T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-04T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-04T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-04T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-04T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-04T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-04T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-04T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-04T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-04T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-04T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-04T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-04T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-04T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-04T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-04T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-04T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-04T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-04T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-04T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-04T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-04T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-04T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-04T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-04T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-04T08:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-04T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-04T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-04T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-04T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-04T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-04T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-04T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-04T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-04T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-04T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-04T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-04T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-04T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-04T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-04T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-04T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-04T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-04T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-04T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-04T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-04T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T10:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-04T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-04T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-04T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-04T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-04T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-04T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-04T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-04T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-04T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-04T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-04T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-04T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-04T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-04T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-04T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-04T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-04T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-04T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-04T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-04T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-04T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-04T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-04T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-04T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-04T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-04T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-04T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
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{"pair_id": "DPO_DEV_FP_00205_pair", "episode_id": "DPO_DEV_FP_00205", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 120\n\n## 设备事件日志\n[2026-07-11T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-11T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-11T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-11T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-11T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-11T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-11T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-11T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-11T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-11T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-11T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-11T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-11T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-11T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-11T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-11T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-11T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-11T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-11T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-11T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-11T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-11T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-11T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-11T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-11T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-11T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-11T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-11T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-11T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-11T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-11T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-11T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-11T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-11T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-11T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-11T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-11T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-11T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-11T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-11T08:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-11T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-11T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-11T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-11T08:55:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-11T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-11T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-11T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-11T09:06:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-11T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-11T09:15:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T09:18:05] kitchen_light | OnOff.OnOff = True\n[2026-07-11T09:19:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-11T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-11T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-11T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-11T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-11T09:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-11T09:48:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-11T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-11T09:51:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T09:51:05] living_room_ac | OnOff.OnOff = True\n[2026-07-11T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-11T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-11T10:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-11T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-11T10:11:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-11T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-11T10:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-11T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-11T10:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-11T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-11T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-11T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-11T10:51:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T10:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-11T10:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2603\n[2026-07-11T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-11T11:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-11T11:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2799\n[2026-07-11T11:19:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2866\n[2026-07-11T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-11T11:26:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T11:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2927\n[2026-07-11T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-11T11:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-11T11:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-11T11:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-11T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2805\n[2026-07-11T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-11T12:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-11T12:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-11T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-11T12:51:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-11T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-11T13:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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||
{"pair_id": "DPO_DEV_FP_00206_pair", "episode_id": "DPO_DEV_FP_00206", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 130\n\n## 设备事件日志\n[2026-07-20T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-20T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-20T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-20T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-20T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-20T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-20T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-20T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-20T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-20T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-20T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-20T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-20T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-20T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-20T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-20T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-07-20T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-20T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-20T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-20T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-20T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-20T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-20T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-20T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-20T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-20T06:19:06] bedroom_light | OnOff.OnOff = True\n[2026-07-20T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-20T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-20T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-20T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-20T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-20T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T06:33:09] bathroom_light | OnOff.OnOff = True\n[2026-07-20T06:38:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-20T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-20T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-20T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-20T06:58:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-20T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-20T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-20T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-20T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-20T07:11:00] bathroom_light | OnOff.OnOff = False\n[2026-07-20T07:11:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T07:14:05] bedroom_light | OnOff.OnOff = False\n[2026-07-20T07:14:23] front_door_lock | DoorLock.LockState = 2\n[2026-07-20T07:14:29] front_door_contact | BooleanState.StateValue = True\n[2026-07-20T07:14:30] front_door_lock | DoorLock.LockState = 1\n[2026-07-20T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-20T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-20T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-20T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-20T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-20T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-20T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-20T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-20T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-20T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-20T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-20T07:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-20T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-20T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-20T08:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-20T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-20T08:05:31] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-20T08:11:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T08:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-20T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-20T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-20T08:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-20T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-20T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-20T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-20T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-20T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-20T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-20T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-20T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-20T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-20T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-20T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-20T09:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-20T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-20T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-20T09:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-20T09:05:31] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-20T09:11:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T09:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-20T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-20T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-20T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-20T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-20T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-20T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-20T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-20T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-20T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-20T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-20T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-20T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-20T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-20T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-20T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T10:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-20T10:05:31] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-20T10:11:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-20T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-20T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-20T10:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-20T10:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-20T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-20T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-20T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-20T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-07-20T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-20T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-20T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-20T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-20T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00207_pair", "episode_id": "DPO_DEV_FP_00207", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 128\n\n## 设备事件日志\n[2026-08-24T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-24T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-24T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-24T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-24T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-24T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-24T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-24T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-24T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-24T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-08-24T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-24T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-24T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-24T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-24T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-24T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-24T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-24T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-24T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-24T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-24T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-24T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-24T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-24T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-24T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-24T06:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T06:24:16] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-24T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-24T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-24T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-24T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-24T06:40:07] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T06:41:33] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-24T06:47:06] kitchen_light | OnOff.OnOff = True\n[2026-08-24T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-24T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-24T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-24T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-24T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-24T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-24T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-24T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-24T07:11:33] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-24T07:18:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-24T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-24T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-24T07:26:06] bedroom_light | OnOff.OnOff = False\n[2026-08-24T07:26:23] front_door_lock | DoorLock.LockState = 2\n[2026-08-24T07:26:30] front_door_contact | BooleanState.StateValue = True\n[2026-08-24T07:26:31] front_door_lock | DoorLock.LockState = 1\n[2026-08-24T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-24T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T07:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-24T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-24T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-24T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-24T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-24T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-24T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-24T07:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-24T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-24T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-24T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-24T08:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-24T08:11:33] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T08:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-08-24T08:18:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-24T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-24T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-24T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-24T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-24T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-24T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-24T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-24T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-24T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-24T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-24T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-24T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-24T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-24T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-24T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-24T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-24T09:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-24T09:11:33] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T09:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-24T09:18:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T09:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-24T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-24T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-24T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-24T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-24T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-24T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-24T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-24T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-24T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-24T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-24T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-24T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-24T10:11:33] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-24T10:18:34] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-24T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-24T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-24T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-24T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-24T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-24T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-24T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-24T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-24T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-24T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-24T10:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-24T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-24T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00208_pair", "episode_id": "DPO_DEV_FP_00208", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 127\n\n## 设备事件日志\n[2026-08-17T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-17T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-17T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-17T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-17T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-17T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-17T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-17T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-17T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-17T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-17T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-17T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-17T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-17T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-17T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-17T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-17T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-17T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-17T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-17T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-17T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-17T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-17T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-17T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-17T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-17T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-17T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-17T06:53:07] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-17T06:59:36] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-17T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-17T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-17T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-17T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-17T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-17T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-17T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-17T07:29:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:29:22] front_door_contact | BooleanState.StateValue = False\n[2026-08-17T07:29:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-17T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-17T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-17T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-17T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-17T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-17T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-17T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-17T07:54:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-17T07:59:36] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-17T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-17T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-17T08:14:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-17T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-17T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-17T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T08:34:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T08:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-17T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-17T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-17T08:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-17T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-17T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-17T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-17T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-17T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T09:09:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-17T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-17T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-17T09:29:36] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-17T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-17T09:44:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T09:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-17T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-17T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-17T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-17T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-17T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T10:04:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-17T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-17T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-17T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-17T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-17T10:39:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T10:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-17T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-17T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-17T10:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-17T10:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-17T10:59:36] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-17T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-17T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-17T11:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-17T11:14:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-17T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-17T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-17T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-17T11:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00209_pair", "episode_id": "DPO_DEV_FP_00209", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 122\n\n## 设备事件日志\n[2026-07-02T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-02T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-02T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-02T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-02T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-02T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-02T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-02T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-07-02T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-02T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-02T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-02T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-02T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-02T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-02T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-02T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T06:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T06:36:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T06:38:40] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-02T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-02T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-02T06:48:09] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-02T06:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-02T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-02T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:03:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-02T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-02T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-02T07:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-02T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-02T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-02T07:36:07] kitchen_light | OnOff.OnOff = False\n[2026-07-02T07:36:28] front_door_contact | BooleanState.StateValue = False\n[2026-07-02T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-02T07:43:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-02T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-02T07:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T07:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-02T07:58:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:06:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-02T08:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-02T08:18:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-02T08:28:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-02T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-02T08:39:11] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T08:41:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-02T08:48:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-02T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-02T08:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-02T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-02T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-02T09:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-02T09:08:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-02T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-02T09:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-02T09:26:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-02T09:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-02T09:38:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-02T09:43:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:46:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-02T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-02T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-02T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-02T10:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-02T10:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-02T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-02T10:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-02T10:28:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T10:36:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-02T10:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-07-02T10:48:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T10:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-02T10:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-02T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-02T11:09:11] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T11:11:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-02T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-02T11:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-02T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-02T11:38:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-02T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-02T11:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-02T11:56:29] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-02T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-02T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-02T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-02T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-02T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-02T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-02T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00210_pair", "episode_id": "DPO_DEV_FP_00210", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 126\n\n## 设备事件日志\n[2026-08-05T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-05T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-05T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-05T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-05T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-05T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-05T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-05T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-05T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-05T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-05T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-05T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-05T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-05T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-05T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-05T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-05T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-05T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-05T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-05T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-05T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T06:33:04] bathroom_light | OnOff.OnOff = True\n[2026-08-05T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-05T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-05T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-05T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-05T06:48:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-05T06:54:00] bathroom_light | OnOff.OnOff = False\n[2026-08-05T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-05T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-05T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-05T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-05T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-05T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-05T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-05T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-05T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-05T07:22:21] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-05T07:22:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T07:22:30] front_door_lock | DoorLock.LockState = 1\n[2026-08-05T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-05T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-05T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-05T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-05T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-05T07:42:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-05T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-05T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-05T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-05T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-05T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T08:02:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T08:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-05T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-05T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-05T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-05T08:24:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T08:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-05T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-05T08:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-05T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T08:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-05T08:37:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T08:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-05T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-05T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-05T08:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-05T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-05T08:57:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T09:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-05T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-05T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-05T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-05T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-05T09:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-05T09:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-05T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-05T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-05T09:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-05T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T09:32:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T09:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-05T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-05T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-05T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-08-05T09:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-05T09:54:46] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T09:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-05T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-05T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T10:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-08-05T10:07:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-05T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-05T10:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-05T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-05T10:27:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-05T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558\n[2026-08-05T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-05T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-05T10:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-05T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-05T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-05T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-05T11:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-05T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T11:02:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-05T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-05T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-05T11:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00211_pair", "episode_id": "DPO_DEV_FP_00211", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 118\n\n## 设备事件日志\n[2026-07-13T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-13T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-13T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-13T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-13T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-13T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-13T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-07-13T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-13T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-13T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-13T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-13T06:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-13T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-13T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-13T06:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-13T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-13T06:42:10] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-13T06:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-13T06:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-13T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-13T07:07:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-13T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-13T07:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:24:12] master_bedroom_light | OnOff.OnOff = False\n[2026-07-13T07:24:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-13T07:27:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-13T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-13T07:42:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-13T07:49:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-13T07:57:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-13T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-13T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-13T08:12:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-13T08:17:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-13T08:24:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-13T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-13T08:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-13T08:47:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-13T08:52:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T08:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-13T08:59:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-13T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-13T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-13T09:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-13T09:17:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-13T09:22:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-13T09:27:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-13T09:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-13T09:44:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-13T09:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T09:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-13T09:57:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-13T10:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559\n[2026-07-13T10:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-13T10:12:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-13T10:19:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-13T10:27:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-13T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-13T10:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-07-13T10:42:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-13T10:47:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-13T10:54:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T10:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-13T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-13T11:12:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-13T11:17:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-13T11:22:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-13T11:29:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-13T11:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-13T11:47:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T11:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-13T11:52:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
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{"pair_id": "DPO_DEV_FP_00212_pair", "episode_id": "DPO_DEV_FP_00212", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 133\n\n## 设备事件日志\n[2026-08-16T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-16T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-16T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-16T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-16T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-16T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-16T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-16T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-16T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-16T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-16T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-16T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-16T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-16T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-16T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T06:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-16T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-16T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-16T06:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-16T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-16T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-16T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-16T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-16T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-16T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-16T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-16T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-16T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-16T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-16T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-16T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-16T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-16T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-16T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-16T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-16T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-16T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-16T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-16T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-16T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-16T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-16T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-16T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-16T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-16T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-16T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-16T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-16T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-16T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-16T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-16T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-16T08:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-16T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-16T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T08:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-16T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-16T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-16T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-16T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-16T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-16T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-16T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-16T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-16T09:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-16T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-16T09:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-16T09:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-16T09:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-16T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-16T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-16T09:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-16T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-16T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-16T09:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-16T09:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-16T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-16T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-16T09:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-16T10:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-08-16T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-16T10:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-16T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-16T10:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-16T10:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-16T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-08-16T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-16T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-16T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-16T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-16T10:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-16T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-16T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-16T11:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-16T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-16T11:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-16T11:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-16T11:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-16T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-16T11:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-16T11:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-16T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T11:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-16T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-16T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-16T11:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-16T11:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00213_pair", "episode_id": "DPO_DEV_FP_00213", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 127\n\n## 设备事件日志\n[2026-08-05T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-05T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-05T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-05T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-05T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-05T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-05T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-05T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-05T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-05T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-05T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-05T06:14:10] master_bedroom_light | OnOff.OnOff = True\n[2026-08-05T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-05T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-05T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-05T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-05T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T06:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-05T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-05T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-05T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-05T06:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-05T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-05T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-05T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-05T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-05T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-05T07:21:02] kitchen_light | OnOff.OnOff = False\n[2026-08-05T07:21:19] front_door_contact | BooleanState.StateValue = False\n[2026-08-05T07:21:24] front_door_lock | DoorLock.LockState = 1\n[2026-08-05T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-05T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-05T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T07:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-05T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-05T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-05T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-05T07:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-05T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-05T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-05T08:06:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T08:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-05T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-05T08:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-05T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-05T08:26:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T08:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-05T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T08:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-05T08:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T08:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-05T08:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-05T08:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-05T08:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-05T08:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-08-05T09:01:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-08-05T09:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553\n[2026-08-05T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-08-05T09:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-05T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-05T09:21:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T09:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-05T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-05T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T09:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-08-05T09:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-05T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-05T09:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-05T09:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T10:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-05T10:06:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-05T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-05T10:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-08-05T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-05T10:26:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-05T10:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T10:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-05T10:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-05T10:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-08-05T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T10:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-05T10:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-05T11:01:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-05T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-08-05T11:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-05T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-05T11:21:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-05T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-05T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T11:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-08-05T11:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-05T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-05T11:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-05T11:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-05T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-05T12:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-05T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-05T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-05T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-05T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-05T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-05T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-05T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_FP_00214_pair", "episode_id": "DPO_DEV_FP_00214", "scenario_id": "T-DF-08", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 重点房间: living_room\n- 重点设备: living_room_ac\n- 已选事件数: 118\n\n## 设备事件日志\n[2026-07-25T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-25T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-25T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-25T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-25T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-25T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-25T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-25T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-25T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-25T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-25T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-25T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-25T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-25T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-25T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-25T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-25T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-25T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-25T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-25T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-25T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-25T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-25T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-25T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-25T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-25T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-25T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-25T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-25T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-25T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-25T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-25T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-25T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-25T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-25T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-25T08:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-25T08:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-25T08:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-25T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-25T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-25T08:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550\n[2026-07-25T08:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-25T08:54:00] bathroom_light | OnOff.OnOff = True\n[2026-07-25T08:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-25T08:59:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T09:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-25T09:00:00] living_room_ac | Event: DeviceOffline()\n[2026-07-25T09:02:00] living_room_ac | Event: DeviceOnline()\n[2026-07-25T09:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-25T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-25T09:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T09:18:07] kitchen_light | OnOff.OnOff = True\n[2026-07-25T09:19:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-25T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-25T09:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-25T09:34:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-25T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-25T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-25T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-25T09:54:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-25T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-25T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554\n[2026-07-25T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-25T10:10:08] living_room_ac | OnOff.OnOff = True\n[2026-07-25T10:14:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-25T10:19:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-25T10:25:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T10:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-25T10:34:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-25T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557\n[2026-07-25T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-25T10:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-25T10:54:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-25T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552\n[2026-07-25T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T11:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-25T11:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2734\n[2026-07-25T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-25T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-25T11:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T11:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-25T11:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T11:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2936\n[2026-07-25T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-25T11:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-25T11:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2887\n[2026-07-25T11:49:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T11:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2844\n[2026-07-25T11:55:00] kitchen_light | OnOff.OnOff = True\n[2026-07-25T11:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2812\n[2026-07-25T11:56:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-25T12:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-25T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-25T12:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-25T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-25T12:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-25T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-25T13:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-25T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00215_pair", "episode_id": "DPO_DEV_TP_00215", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 108\n\n## 跨天活动摘要\n- 2026-08-16: living_room=212, bedroom=240, kitchen=238, entrance=229, bathroom=62\n\n## 设备事件日志\n[2026-08-16T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-16T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-16T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-16T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-16T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-16T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-16T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-16T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-16T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-16T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2213\n[2026-08-16T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-16T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-16T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-16T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-16T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-16T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2218\n[2026-08-16T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-16T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-16T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-16T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-16T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-08-16T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-16T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-16T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2221\n[2026-08-16T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-16T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-16T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2230\n[2026-08-16T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-16T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-16T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2226\n[2026-08-16T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-16T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-16T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-16T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-16T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-16T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-16T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-16T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-16T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-16T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-16T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-16T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-16T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2238\n[2026-08-16T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-16T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-16T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-16T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2235\n[2026-08-16T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-16T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-16T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-16T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-16T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-16T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-08-16T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-16T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-16T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-16T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-16T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-16T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-16T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-16T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-16T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-16T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-16T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-16T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-16T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-16T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-16T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-16T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-16T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-16T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-16T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-16T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-16T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-16T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-16T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-16T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-16T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-16T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-16T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-16T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-16T08:39:13] living_room_light | OnOff.OnOff = True\n[2026-08-16T12:25:00] living_room_light | OnOff.OnOff = False\n[2026-08-16T13:55:18] living_room_light | OnOff.OnOff = True\n[2026-08-16T19:29:10] living_room_light | LevelControl.CurrentLevel = 13\n[2026-08-16T20:28:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00216_pair", "episode_id": "DPO_DEV_TP_00216", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 121\n\n## 跨天活动摘要\n- 2026-07-18: living_room=212, bedroom=241, kitchen=239, entrance=230, bathroom=60\n\n## 设备事件日志\n[2026-07-18T00:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-07-18T00:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-18T00:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-18T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-18T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-18T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-18T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-18T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-18T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-18T01:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2205\n[2026-07-18T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-18T01:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2198\n[2026-07-18T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-18T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-18T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-18T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-18T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-07-18T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-18T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-18T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-07-18T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-18T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-18T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-07-18T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-18T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-18T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-07-18T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-18T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-18T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-07-18T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-18T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-18T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2222\n[2026-07-18T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-18T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2231\n[2026-07-18T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-18T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-18T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-18T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-18T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2234\n[2026-07-18T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-18T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-18T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-07-18T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-18T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-07-18T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-07-18T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-07-18T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-18T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-07-18T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-18T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-07-18T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-18T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-07-18T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-18T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-18T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-18T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-18T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2235\n[2026-07-18T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-18T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-18T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-07-18T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-18T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-18T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-18T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-18T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-18T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-18T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-18T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-18T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-18T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-18T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-18T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-18T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-18T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-18T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-18T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-18T03:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-18T03:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-18T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-18T03:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-18T03:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-18T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-18T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-18T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-18T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-18T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-18T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-18T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-18T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-18T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-18T04:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-18T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-18T08:36:14] living_room_light | OnOff.OnOff = True\n[2026-07-18T12:32:00] living_room_light | OnOff.OnOff = False\n[2026-07-18T14:04:22] living_room_light | OnOff.OnOff = True\n[2026-07-18T19:36:05] living_room_light | LevelControl.CurrentLevel = 33\n[2026-07-18T20:21:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00217_pair", "episode_id": "DPO_DEV_TP_00217", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 118\n\n## 跨天活动摘要\n- 2026-08-05: living_room=212, bedroom=240, kitchen=238, entrance=232, bathroom=61\n\n## 设备事件日志\n[2026-08-05T00:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-05T00:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-05T00:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-05T00:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-05T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-05T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-05T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-05T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-05T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-05T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-05T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-05T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-08-05T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-05T01:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-05T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-05T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-05T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-05T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-05T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-05T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-05T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-05T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-05T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2211\n[2026-08-05T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-05T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-05T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-08-05T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-05T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-05T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2224\n[2026-08-05T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-05T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-08-05T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-05T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-08-05T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-05T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-05T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-05T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-08-05T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-05T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-05T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2221\n[2026-08-05T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-05T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-05T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-05T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-05T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-05T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2225\n[2026-08-05T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-05T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-05T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-05T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-05T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-05T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-05T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-05T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-05T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-05T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-05T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-05T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-05T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-05T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-05T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-05T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-05T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-05T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-05T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-05T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-05T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-05T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-05T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-05T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-05T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-05T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-05T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-05T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-05T03:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-05T03:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-05T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-05T03:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-05T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-05T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-05T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-05T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-05T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-05T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-05T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-05T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-05T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-05T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-05T04:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-08-05T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-05T08:34:14] living_room_light | OnOff.OnOff = True\n[2026-08-05T12:38:00] living_room_light | OnOff.OnOff = False\n[2026-08-05T13:52:18] living_room_light | OnOff.OnOff = True\n[2026-08-05T19:26:05] living_room_light | LevelControl.CurrentLevel = 15\n[2026-08-05T20:34:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00218_pair", "episode_id": "DPO_DEV_TP_00218", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 123\n\n## 跨天活动摘要\n- 2026-07-27: living_room=214, bedroom=242, kitchen=238, entrance=229, bathroom=62\n\n## 设备事件日志\n[2026-07-27T00:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-27T00:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-27T00:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-27T00:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-27T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-27T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-27T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-27T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-27T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-27T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-27T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-27T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-27T01:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-07-27T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-27T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-27T01:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-07-27T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-27T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-27T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2201\n[2026-07-27T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-27T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-27T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2203\n[2026-07-27T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-27T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-27T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-27T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-07-27T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-27T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2205\n[2026-07-27T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-27T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2218\n[2026-07-27T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-27T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-27T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-07-27T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-27T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-27T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-27T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-27T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2224\n[2026-07-27T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-27T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-27T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2221\n[2026-07-27T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-27T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-27T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2239\n[2026-07-27T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-27T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-07-27T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-07-27T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-07-27T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-27T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-27T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-07-27T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-27T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2230\n[2026-07-27T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-27T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-27T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-07-27T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-27T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-27T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-27T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-27T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-27T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-27T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-27T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-27T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-27T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-27T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-27T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-27T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-27T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-27T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-27T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-27T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-27T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-27T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-27T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-27T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-27T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-27T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-27T03:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-27T03:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-27T03:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-27T03:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-27T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-27T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-27T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-27T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-27T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-27T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-27T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-27T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-27T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-27T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-27T04:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-27T08:31:09] living_room_light | OnOff.OnOff = True\n[2026-07-27T12:40:00] living_room_light | OnOff.OnOff = False\n[2026-07-27T13:51:21] living_room_light | OnOff.OnOff = True\n[2026-07-27T19:32:03] living_room_light | LevelControl.CurrentLevel = 17\n[2026-07-27T20:27:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00219_pair", "episode_id": "DPO_DEV_TP_00219", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 120\n\n## 跨天活动摘要\n- 2026-08-22: living_room=213, bedroom=242, kitchen=238, entrance=229, bathroom=59\n\n## 设备事件日志\n[2026-08-22T00:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-22T00:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-22T00:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-08-22T00:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-22T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-22T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-22T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-22T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-22T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-22T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-22T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-22T01:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-08-22T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-22T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-22T01:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2198\n[2026-08-22T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-22T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-22T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-22T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-22T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-08-22T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-22T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-22T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-22T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-22T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-22T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-08-22T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-22T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-08-22T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-22T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-22T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-22T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-22T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2223\n[2026-08-22T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-22T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-22T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-22T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-22T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-22T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2232\n[2026-08-22T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-22T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-22T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2229\n[2026-08-22T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-22T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-22T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2235\n[2026-08-22T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-22T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-22T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-22T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-22T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-22T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-22T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-22T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-22T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-22T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-22T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-22T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-22T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-22T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-22T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-22T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2238\n[2026-08-22T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-22T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-22T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-22T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-22T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-22T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-22T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-22T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-22T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-22T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-22T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-22T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-22T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-22T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-22T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-22T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-22T03:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-22T03:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-22T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-22T03:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-22T03:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-22T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-22T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-22T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-22T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-22T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-22T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-22T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-22T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-22T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-22T08:32:09] living_room_light | OnOff.OnOff = True\n[2026-08-22T12:24:00] living_room_light | OnOff.OnOff = False\n[2026-08-22T14:10:24] living_room_light | OnOff.OnOff = True\n[2026-08-22T19:20:04] living_room_light | LevelControl.CurrentLevel = 25\n[2026-08-22T20:25:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00220_pair", "episode_id": "DPO_DEV_TP_00220", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 128\n\n## 跨天活动摘要\n- 2026-07-15: living_room=214, bedroom=242, kitchen=239, entrance=231, bathroom=57\n\n## 设备事件日志\n[2026-07-15T00:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-15T00:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-15T00:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-15T00:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-15T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-15T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-15T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-15T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-15T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-15T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-15T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-15T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-15T01:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2198\n[2026-07-15T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-15T01:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-07-15T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-15T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-15T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-07-15T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-15T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-15T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-07-15T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-15T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-15T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-07-15T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-15T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-15T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-07-15T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-15T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-15T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-07-15T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-15T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-15T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-07-15T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-15T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-15T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2218\n[2026-07-15T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-15T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-15T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2223\n[2026-07-15T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-15T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-15T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2229\n[2026-07-15T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-07-15T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-15T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-15T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2222\n[2026-07-15T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-15T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-07-15T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-07-15T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-07-15T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2224\n[2026-07-15T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-15T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-07-15T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-15T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-15T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-15T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-15T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-15T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-15T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-15T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-15T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-15T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-15T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-07-15T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-15T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-15T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-15T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-15T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-15T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-15T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-15T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-15T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-15T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-15T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-15T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-15T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-15T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-15T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-15T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-15T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-15T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-15T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-15T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-15T03:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-15T03:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-15T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-15T03:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-15T03:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-15T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-15T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-15T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-15T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-15T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-15T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-15T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-15T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-15T04:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-15T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-15T08:22:08] living_room_light | OnOff.OnOff = True\n[2026-07-15T12:32:00] living_room_light | OnOff.OnOff = False\n[2026-07-15T13:55:15] living_room_light | OnOff.OnOff = True\n[2026-07-15T19:31:02] living_room_light | LevelControl.CurrentLevel = 12\n[2026-07-15T20:29:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00221_pair", "episode_id": "DPO_DEV_TP_00221", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 123\n\n## 跨天活动摘要\n- 2026-08-09: living_room=215, bedroom=240, kitchen=237, entrance=231, bathroom=58\n\n## 设备事件日志\n[2026-08-09T00:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-09T00:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-09T00:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-09T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-09T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-09T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-09T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-09T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-09T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-09T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-09T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-09T01:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-09T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-09T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-09T01:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2205\n[2026-08-09T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-09T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-09T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2210\n[2026-08-09T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-09T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-09T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2201\n[2026-08-09T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-09T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-09T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-08-09T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-09T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-09T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-09T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2214\n[2026-08-09T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-09T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-09T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-09T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-09T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-09T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-09T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2232\n[2026-08-09T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-09T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-09T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2226\n[2026-08-09T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-09T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-09T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-09T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-09T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-08-09T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-09T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-09T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-09T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-09T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-09T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2239\n[2026-08-09T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-09T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-09T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-09T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-09T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-09T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-09T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-09T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-09T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-09T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-09T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-09T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-09T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-09T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-09T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-09T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-09T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-08-09T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-09T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-09T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-09T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-09T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-09T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-09T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-09T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-09T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-09T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-09T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-09T03:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-09T03:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-09T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-09T03:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-09T03:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-09T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-09T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-09T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-09T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-09T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-09T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-09T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-09T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-09T04:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-09T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T04:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-09T04:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-09T04:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-09T08:22:08] living_room_light | OnOff.OnOff = True\n[2026-08-09T12:38:00] living_room_light | OnOff.OnOff = False\n[2026-08-09T13:53:14] living_room_light | OnOff.OnOff = True\n[2026-08-09T19:34:06] living_room_light | LevelControl.CurrentLevel = 43\n[2026-08-09T20:40:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00222_pair", "episode_id": "DPO_DEV_TP_00222", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 101\n\n## 跨天活动摘要\n- 2026-08-10: living_room=213, bedroom=243, kitchen=238, entrance=231, bathroom=60\n\n## 设备事件日志\n[2026-08-10T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-10T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-10T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-10T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-08-10T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-10T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-10T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-10T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-10T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2203\n[2026-08-10T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-10T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-10T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2201\n[2026-08-10T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-10T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-10T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-10T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-10T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-10T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-10T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-10T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2210\n[2026-08-10T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-10T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-10T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-08-10T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-10T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2218\n[2026-08-10T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-10T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-10T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2226\n[2026-08-10T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-10T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-10T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2225\n[2026-08-10T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-10T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-10T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2230\n[2026-08-10T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-10T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-10T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-10T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-08-10T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-10T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-10T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-10T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-10T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-10T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-10T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-10T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-10T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-10T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-10T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-10T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-10T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-10T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-10T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-10T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-10T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-10T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-10T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-10T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-10T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-10T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-10T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-10T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-10T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-10T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-10T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-10T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-10T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-10T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-10T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-10T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-10T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-10T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-10T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-10T08:28:11] living_room_light | OnOff.OnOff = True\n[2026-08-10T12:23:00] living_room_light | OnOff.OnOff = False\n[2026-08-10T13:54:07] living_room_light | OnOff.OnOff = True\n[2026-08-10T19:27:05] living_room_light | LevelControl.CurrentLevel = 42\n[2026-08-10T20:33:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00223_pair", "episode_id": "DPO_DEV_TP_00223", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 108\n\n## 跨天活动摘要\n- 2026-08-10: living_room=213, bedroom=242, kitchen=239, entrance=230, bathroom=60\n\n## 设备事件日志\n[2026-08-10T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-10T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-10T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-10T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-10T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-10T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-10T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-10T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-10T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-10T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-10T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-10T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-10T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-10T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-10T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-10T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2203\n[2026-08-10T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-10T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-10T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-08-10T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-10T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-10T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-08-10T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-10T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-10T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-10T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-10T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2220\n[2026-08-10T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-10T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-10T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-08-10T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-10T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-10T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2236\n[2026-08-10T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-10T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-10T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2221\n[2026-08-10T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-10T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-10T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2225\n[2026-08-10T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-10T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-10T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-10T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-10T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-10T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-10T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-10T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-10T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-10T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2231\n[2026-08-10T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-10T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-10T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-10T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-10T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-10T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-10T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-10T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-10T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-10T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-10T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-10T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-10T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-10T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-10T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-10T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-10T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-10T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-10T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-10T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-10T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-10T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-10T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-10T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-10T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-10T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-10T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-10T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-10T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-10T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-10T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-10T08:26:08] living_room_light | OnOff.OnOff = True\n[2026-08-10T12:29:00] living_room_light | OnOff.OnOff = False\n[2026-08-10T13:57:28] living_room_light | OnOff.OnOff = True\n[2026-08-10T19:21:02] living_room_light | LevelControl.CurrentLevel = 12\n[2026-08-10T20:34:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
|
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{"pair_id": "DPO_DEV_TP_00224_pair", "episode_id": "DPO_DEV_TP_00224", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 107\n\n## 跨天活动摘要\n- 2026-08-20: living_room=214, bedroom=240, kitchen=238, entrance=231, bathroom=64\n\n## 设备事件日志\n[2026-08-20T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-20T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-20T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-20T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-20T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-20T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-20T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-20T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-20T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2213\n[2026-08-20T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-20T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-20T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-08-20T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-20T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-20T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-20T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-20T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-08-20T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-20T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-20T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2204\n[2026-08-20T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-20T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-20T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-08-20T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-20T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-20T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2224\n[2026-08-20T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-20T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-20T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2214\n[2026-08-20T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-20T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-20T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-08-20T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-20T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2235\n[2026-08-20T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-20T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-20T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-08-20T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-20T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-20T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-20T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-20T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-20T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2236\n[2026-08-20T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-20T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-20T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-20T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2232\n[2026-08-20T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-20T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-08-20T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-20T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-20T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-20T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-08-20T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2238\n[2026-08-20T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-20T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-20T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-20T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-20T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-20T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-20T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-20T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-20T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-20T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-20T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-20T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-20T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-20T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-20T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-20T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-20T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-20T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-20T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-20T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-20T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-20T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-20T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-20T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-20T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-20T08:22:15] living_room_light | OnOff.OnOff = True\n[2026-08-20T12:28:00] living_room_light | OnOff.OnOff = False\n[2026-08-20T14:05:21] living_room_light | OnOff.OnOff = True\n[2026-08-20T19:21:07] living_room_light | LevelControl.CurrentLevel = 16\n[2026-08-20T20:24:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00225_pair", "episode_id": "DPO_DEV_TP_00225", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 112\n\n## 跨天活动摘要\n- 2026-08-23: living_room=213, bedroom=242, kitchen=239, entrance=231, bathroom=61\n\n## 设备事件日志\n[2026-08-23T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-23T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-23T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-23T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-23T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-23T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-23T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-23T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-23T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-23T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-23T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-23T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-08-23T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-08-23T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-23T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-23T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-23T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-08-23T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-23T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2214\n[2026-08-23T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-23T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-23T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-08-23T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-23T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-23T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-08-23T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-23T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-23T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-23T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-23T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-23T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2223\n[2026-08-23T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-23T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-23T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-08-23T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-23T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-23T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-08-23T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-23T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-23T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2221\n[2026-08-23T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-23T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-23T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-23T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-23T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-23T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-23T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-23T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-23T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-23T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-23T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-23T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-23T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-23T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-23T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-23T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2239\n[2026-08-23T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-23T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-23T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-08-23T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-23T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-23T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-23T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-23T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-23T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-23T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-23T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-23T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-23T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-23T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-23T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-23T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-23T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-23T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-23T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-23T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-23T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-23T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-23T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-23T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-23T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-23T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-23T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-23T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-23T08:28:11] living_room_light | OnOff.OnOff = True\n[2026-08-23T12:24:00] living_room_light | OnOff.OnOff = False\n[2026-08-23T13:53:17] living_room_light | OnOff.OnOff = True\n[2026-08-23T19:22:06] living_room_light | LevelControl.CurrentLevel = 30\n[2026-08-23T20:21:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00226_pair", "episode_id": "DPO_DEV_TP_00226", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 107\n\n## 跨天活动摘要\n- 2026-08-12: living_room=213, bedroom=242, kitchen=238, entrance=232, bathroom=62\n\n## 设备事件日志\n[2026-08-12T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-12T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-12T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-12T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-12T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-12T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-12T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-12T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-12T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-12T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-12T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-12T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208\n[2026-08-12T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-12T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-12T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-12T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-12T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-12T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-08-12T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-12T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-12T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2215\n[2026-08-12T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-12T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-12T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-12T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-12T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-08-12T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-12T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2211\n[2026-08-12T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-12T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2228\n[2026-08-12T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-12T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-12T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2231\n[2026-08-12T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-12T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-08-12T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-08-12T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-12T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2224\n[2026-08-12T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-12T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-12T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-12T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-12T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-12T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-12T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2239\n[2026-08-12T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-12T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-12T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-12T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-12T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-12T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-12T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-12T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-12T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-12T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-12T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-12T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-12T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-12T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-12T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-12T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-12T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-12T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-12T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-12T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-12T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-12T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-12T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-12T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-12T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-12T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-12T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-12T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-12T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-12T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-12T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-12T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-12T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-12T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-12T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-12T08:29:09] living_room_light | OnOff.OnOff = True\n[2026-08-12T12:24:00] living_room_light | OnOff.OnOff = False\n[2026-08-12T13:50:21] living_room_light | OnOff.OnOff = True\n[2026-08-12T19:20:09] living_room_light | LevelControl.CurrentLevel = 19\n[2026-08-12T20:21:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
|
||
{"pair_id": "DPO_DEV_TP_00227_pair", "episode_id": "DPO_DEV_TP_00227", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 109\n\n## 跨天活动摘要\n- 2026-07-19: living_room=211, bedroom=241, kitchen=239, entrance=231, bathroom=60\n\n## 设备事件日志\n[2026-07-19T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-19T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-19T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-19T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-19T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-19T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-19T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-19T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-19T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-19T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2205\n[2026-07-19T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-19T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-19T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209\n[2026-07-19T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-19T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-19T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2217\n[2026-07-19T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-19T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-19T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-07-19T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-19T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-19T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2207\n[2026-07-19T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-19T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-19T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-07-19T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-19T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-19T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-19T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-19T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-19T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2231\n[2026-07-19T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-19T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-19T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2220\n[2026-07-19T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-19T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-19T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-19T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-19T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-07-19T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-07-19T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-07-19T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-19T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2236\n[2026-07-19T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-19T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-07-19T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-19T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2227\n[2026-07-19T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-19T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-19T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-19T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-19T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-19T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2234\n[2026-07-19T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-19T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-19T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-19T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-19T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-19T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-19T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-19T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-19T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-19T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-19T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-19T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-19T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-19T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-19T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-19T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-19T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-19T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-19T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-19T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-19T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-19T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-19T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-19T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-19T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-19T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-19T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-19T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-19T08:39:11] living_room_light | OnOff.OnOff = True\n[2026-07-19T12:32:00] living_room_light | OnOff.OnOff = False\n[2026-07-19T14:01:18] living_room_light | OnOff.OnOff = True\n[2026-07-19T19:21:08] living_room_light | LevelControl.CurrentLevel = 29\n[2026-07-19T20:34:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00228_pair", "episode_id": "DPO_DEV_TP_00228", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 101\n\n## 跨天活动摘要\n- 2026-08-23: living_room=213, bedroom=241, kitchen=240, entrance=230, bathroom=59\n\n## 设备事件日志\n[2026-08-23T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-23T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-23T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-08-23T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-23T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-23T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-23T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-23T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2200\n[2026-08-23T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-23T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2202\n[2026-08-23T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-23T01:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2212\n[2026-08-23T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-23T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-23T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2216\n[2026-08-23T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-23T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-23T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2223\n[2026-08-23T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-23T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2219\n[2026-08-23T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-23T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-23T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2222\n[2026-08-23T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-23T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-23T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2218\n[2026-08-23T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-23T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-23T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2235\n[2026-08-23T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-23T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-23T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-23T02:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-08-23T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-23T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-23T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-23T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-23T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-23T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-23T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-23T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2233\n[2026-08-23T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-23T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-08-23T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-23T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-23T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-23T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-23T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-23T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-08-23T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-23T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-23T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-23T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-23T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-23T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-23T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-23T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-23T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-23T03:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-23T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-23T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-23T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-23T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-23T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-23T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-23T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-23T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-23T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-23T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-23T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-23T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-23T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-23T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-23T08:31:07] living_room_light | OnOff.OnOff = True\n[2026-08-23T12:37:00] living_room_light | OnOff.OnOff = False\n[2026-08-23T13:55:16] living_room_light | OnOff.OnOff = True\n[2026-08-23T19:32:06] living_room_light | LevelControl.CurrentLevel = 38\n[2026-08-23T20:36:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00229_pair", "episode_id": "DPO_DEV_TP_00229", "scenario_id": "T-EL-06", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 112\n\n## 跨天活动摘要\n- 2026-08-06: living_room=212, bedroom=240, kitchen=238, entrance=230, bathroom=59\n\n## 设备事件日志\n[2026-08-06T00:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-06T00:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-06T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-06T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-06T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-08-06T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-06T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-06T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-06T01:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-06T01:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-06T01:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2201\n[2026-08-06T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-06T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-06T01:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2199\n[2026-08-06T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-08-06T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-06T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T01:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-06T01:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2206\n[2026-08-06T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-06T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-06T01:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2211\n[2026-08-06T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-06T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-06T01:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2218\n[2026-08-06T01:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-06T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-06T01:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2225\n[2026-08-06T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-06T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-06T01:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2214\n[2026-08-06T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-06T02:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-06T02:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2234\n[2026-08-06T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-06T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-06T02:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2235\n[2026-08-06T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-06T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-06T02:10:00] living_room_light | OnOff.OnOff = True\n[2026-08-06T02:12:00] living_room_light | OnOff.OnOff = False\n[2026-08-06T02:14:00] living_room_light | OnOff.OnOff = True\n[2026-08-06T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-06T02:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2230\n[2026-08-06T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-06T02:16:00] living_room_light | OnOff.OnOff = False\n[2026-08-06T02:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-06T02:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2236\n[2026-08-06T02:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-06T02:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-06T02:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2237\n[2026-08-06T02:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-06T02:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-06T02:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-06T02:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-06T02:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T02:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-08-06T02:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-06T02:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-06T02:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-06T02:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-06T02:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-06T02:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-06T02:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-06T02:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-06T02:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-06T02:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-06T02:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-06T02:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-06T02:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-06T02:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-06T03:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-06T03:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-06T03:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T03:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T03:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T03:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T03:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-06T03:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-06T03:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-06T03:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-06T03:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-06T03:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-06T03:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-06T03:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-06T03:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T03:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-06T03:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-06T03:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-06T03:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-06T03:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-06T08:34:10] living_room_light | OnOff.OnOff = True\n[2026-08-06T12:29:00] living_room_light | OnOff.OnOff = False\n[2026-08-06T13:53:17] living_room_light | OnOff.OnOff = True\n[2026-08-06T19:37:08] living_room_light | LevelControl.CurrentLevel = 47\n[2026-08-06T20:36:00] living_room_light | OnOff.OnOff = False\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00230_pair", "episode_id": "DPO_DEV_FP_00230", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 113\n\n## 跨天活动摘要\n- 2026-07-13: living_room=213, bedroom=242, kitchen=241, entrance=231, bathroom=58\n\n## 设备事件日志\n[2026-07-13T04:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-13T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-13T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-13T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T04:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-13T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-13T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-13T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-13T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-13T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-13T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-13T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-13T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-13T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-13T05:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-13T05:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-13T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-13T05:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-13T05:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-13T05:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T05:28:03] bedroom_light | OnOff.OnOff = True\n[2026-07-13T05:28:12] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-13T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-13T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-13T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-07-13T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-13T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-07-13T05:39:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T05:39:00] bathroom_light | OnOff.OnOff = True\n[2026-07-13T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-13T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-13T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-13T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-13T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-13T05:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-13T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-13T05:51:00] bathroom_light | OnOff.OnOff = False\n[2026-07-13T05:51:05] kitchen_light | OnOff.OnOff = True\n[2026-07-13T05:51:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T05:51:35] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-13T05:52:05] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-13T05:52:24] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-13T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-13T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-13T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-13T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-13T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-13T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-13T06:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-13T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-13T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-13T06:11:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-13T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-13T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-13T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-13T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-13T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-13T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-07-13T06:22:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-13T06:22:24] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:23:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-13T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-13T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-13T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-13T06:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-13T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-13T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-13T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:31:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-13T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-13T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-13T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-13T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-13T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-13T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-13T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-07-13T06:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-13T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-13T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-13T06:51:05] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T06:52:24] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-13T07:00:00] kitchen_light | OnOff.OnOff = False\n[2026-07-13T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-13T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-13T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-13T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T07:00:06] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-13T07:00:06] front_door_lock | DoorLock.LockState = 2\n[2026-07-13T07:00:08] front_door_contact | BooleanState.StateValue = False\n[2026-07-13T07:00:09] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T07:00:10] front_door_contact | BooleanState.StateValue = True\n[2026-07-13T07:00:11] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-13T07:00:11] front_door_lock | DoorLock.LockState = 1\n[2026-07-13T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-13T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-13T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00231_pair", "episode_id": "DPO_DEV_FP_00231", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 105\n\n## 跨天活动摘要\n- 2026-08-18: living_room=213, bedroom=243, kitchen=239, entrance=230, bathroom=61\n\n## 设备事件日志\n[2026-08-18T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-18T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-18T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-18T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-18T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-18T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-18T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-18T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-18T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-18T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-18T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-18T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-18T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-18T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T05:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T05:35:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T05:35:00] bathroom_light | OnOff.OnOff = True\n[2026-08-18T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-18T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-08-18T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-18T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-18T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-18T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-18T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-18T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-18T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-18T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-18T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-18T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-18T05:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-18T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-18T05:55:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-18T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-18T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-18T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-18T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-18T06:06:00] bathroom_light | OnOff.OnOff = False\n[2026-08-18T06:06:08] kitchen_light | OnOff.OnOff = True\n[2026-08-18T06:06:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:06:38] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-18T06:06:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:07:08] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-18T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-18T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-18T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-18T06:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-18T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-18T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-18T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-18T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-18T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-18T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-08-18T06:24:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-18T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-18T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-18T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-18T06:26:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-18T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-18T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-18T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-18T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-18T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-18T06:36:42] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-18T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-18T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-18T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-18T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-18T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-08-18T06:46:08] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-18T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-18T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-18T06:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-18T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-18T06:56:00] kitchen_light | OnOff.OnOff = False\n[2026-08-18T06:56:04] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-18T06:56:04] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T06:56:06] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T06:56:07] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:56:11] front_door_contact | BooleanState.StateValue = True\n[2026-08-18T06:56:12] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-18T06:56:12] front_door_lock | DoorLock.LockState = 1\n[2026-08-18T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-18T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-18T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-18T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-18T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-18T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00232_pair", "episode_id": "DPO_DEV_FP_00232", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 110\n\n## 跨天活动摘要\n- 2026-08-04: living_room=212, bedroom=241, kitchen=239, entrance=230, bathroom=92\n\n## 设备事件日志\n[2026-08-04T04:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-04T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-04T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T04:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-04T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-04T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-04T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-08-04T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-04T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-04T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-04T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-04T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-04T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-04T05:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-04T05:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-04T05:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-04T05:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-04T05:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T05:27:07] bedroom_light | OnOff.OnOff = True\n[2026-08-04T05:27:15] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-04T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-04T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-04T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-04T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-04T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-04T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-08-04T05:39:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T05:39:00] bathroom_light | OnOff.OnOff = True\n[2026-08-04T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-04T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-04T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-04T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-04T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-04T05:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-04T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-04T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-04T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-04T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-04T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-04T05:59:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-04T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:01:00] bathroom_light | OnOff.OnOff = False\n[2026-08-04T06:01:06] kitchen_light | OnOff.OnOff = True\n[2026-08-04T06:01:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:01:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-04T06:02:06] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-04T06:03:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-04T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-04T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-04T06:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-04T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-04T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-04T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-04T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-04T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-04T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-04T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-04T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-08-04T06:21:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:24:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-04T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-04T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-04T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-04T06:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-04T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-04T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-04T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:33:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-04T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-04T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-04T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-04T06:41:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-04T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-04T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-08-04T06:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-04T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-08-04T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-04T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-04T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-04T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-04T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-04T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-04T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:01:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T07:03:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-04T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-04T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-04T07:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-04T07:08:00] kitchen_light | OnOff.OnOff = False\n[2026-08-04T07:08:09] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-04T07:08:09] front_door_lock | DoorLock.LockState = 2\n[2026-08-04T07:08:11] front_door_contact | BooleanState.StateValue = False\n[2026-08-04T07:08:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00233_pair", "episode_id": "DPO_DEV_FP_00233", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 112\n\n## 跨天活动摘要\n- 2026-07-18: living_room=210, bedroom=242, kitchen=238, entrance=231, bathroom=59\n\n## 设备事件日志\n[2026-07-18T04:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-18T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-18T04:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-18T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T04:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-18T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-18T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-18T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-18T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-18T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-18T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-18T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-18T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-18T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-18T05:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-18T05:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-18T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-18T05:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-18T05:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T05:26:04] bedroom_light | OnOff.OnOff = True\n[2026-07-18T05:26:08] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-18T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-18T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-18T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-18T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-18T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-18T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-07-18T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-18T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-18T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-18T05:45:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T05:45:00] bathroom_light | OnOff.OnOff = True\n[2026-07-18T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-18T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-18T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-18T05:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-18T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-18T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-18T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-18T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-18T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-18T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:05:00] bathroom_light | OnOff.OnOff = False\n[2026-07-18T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-18T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-18T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-18T06:05:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:05:04] kitchen_light | OnOff.OnOff = True\n[2026-07-18T06:05:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:05:34] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-18T06:06:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:06:04] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-18T06:06:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-18T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-18T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-18T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-18T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-18T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-18T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-18T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-07-18T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-18T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-18T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-18T06:25:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:26:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-18T06:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-18T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-18T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-18T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-18T06:36:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-18T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-18T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-18T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-18T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-18T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-18T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-07-18T06:45:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-18T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-18T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-18T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-18T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-18T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-18T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-18T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T07:02:00] kitchen_light | OnOff.OnOff = False\n[2026-07-18T07:02:02] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-18T07:02:02] front_door_lock | DoorLock.LockState = 2\n[2026-07-18T07:02:04] front_door_contact | BooleanState.StateValue = False\n[2026-07-18T07:02:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T07:02:12] front_door_contact | BooleanState.StateValue = True\n[2026-07-18T07:02:13] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-18T07:02:13] front_door_lock | DoorLock.LockState = 1\n[2026-07-18T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-18T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-18T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-18T07:05:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00234_pair", "episode_id": "DPO_DEV_FP_00234", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 102\n\n## 跨天活动摘要\n- 2026-07-11: living_room=213, bedroom=242, kitchen=237, entrance=230, bathroom=65\n\n## 设备事件日志\n[2026-07-11T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-11T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-11T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-11T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-11T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-11T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-11T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-11T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-11T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-11T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-11T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-11T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-11T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-11T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T05:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T05:33:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T05:33:00] bathroom_light | OnOff.OnOff = True\n[2026-07-11T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-11T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-11T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-11T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-11T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-11T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-11T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-11T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-11T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-11T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-07-11T05:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T05:53:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-11T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-11T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-11T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-11T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-11T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-11T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-11T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-11T06:07:00] bathroom_light | OnOff.OnOff = False\n[2026-07-11T06:07:09] kitchen_light | OnOff.OnOff = True\n[2026-07-11T06:07:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T06:07:39] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-11T06:08:09] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-11T06:08:17] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-11T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-11T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-11T06:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-11T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-11T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-11T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-11T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-11T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-11T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-07-11T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-11T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-11T06:27:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-11T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-11T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-11T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-11T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-11T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-11T06:36:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-11T06:38:17] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-11T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-11T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-11T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-11T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-11T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-07-11T06:47:09] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-11T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-11T06:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-11T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-11T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-11T06:56:00] kitchen_light | OnOff.OnOff = False\n[2026-07-11T06:56:09] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-11T06:56:09] front_door_lock | DoorLock.LockState = 2\n[2026-07-11T06:56:11] front_door_contact | BooleanState.StateValue = False\n[2026-07-11T06:56:12] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T06:56:17] front_door_contact | BooleanState.StateValue = True\n[2026-07-11T06:56:18] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-11T06:56:18] front_door_lock | DoorLock.LockState = 1\n[2026-07-11T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-11T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-11T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-11T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-11T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00235_pair", "episode_id": "DPO_DEV_FP_00235", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 102\n\n## 跨天活动摘要\n- 2026-08-26: living_room=212, bedroom=242, kitchen=241, entrance=231, bathroom=57\n\n## 设备事件日志\n[2026-08-26T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-26T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-26T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-26T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-26T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-26T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-26T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-26T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-26T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-26T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-26T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-26T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-26T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T05:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-26T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-26T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-26T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-26T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-26T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-26T05:41:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T05:41:00] bathroom_light | OnOff.OnOff = True\n[2026-08-26T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-26T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-26T05:50:00] bathroom_light | OnOff.OnOff = False\n[2026-08-26T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-26T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-26T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-26T05:50:07] kitchen_light | OnOff.OnOff = True\n[2026-08-26T05:50:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T05:50:37] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-26T05:51:07] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-26T05:51:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T05:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-26T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-26T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-26T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-26T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-26T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-26T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-26T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-26T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-26T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-26T06:10:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-26T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-26T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-26T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-26T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-26T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-08-26T06:21:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-26T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-26T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-26T06:29:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-26T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-26T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-26T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-26T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:30:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-26T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-26T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-26T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-26T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-26T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-26T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-26T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-26T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-26T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-08-26T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-26T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-26T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-26T06:50:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:51:25] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T06:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:54:00] kitchen_light | OnOff.OnOff = False\n[2026-08-26T06:54:05] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-26T06:54:05] front_door_lock | DoorLock.LockState = 2\n[2026-08-26T06:54:07] front_door_contact | BooleanState.StateValue = False\n[2026-08-26T06:54:08] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-26T06:54:14] front_door_contact | BooleanState.StateValue = True\n[2026-08-26T06:54:15] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-26T06:54:15] front_door_lock | DoorLock.LockState = 1\n[2026-08-26T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-26T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-26T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-26T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-26T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-26T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-26T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-26T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00236_pair", "episode_id": "DPO_DEV_FP_00236", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 102\n\n## 跨天活动摘要\n- 2026-08-21: living_room=211, bedroom=242, kitchen=239, entrance=231, bathroom=62\n\n## 设备事件日志\n[2026-08-21T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-21T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-08-21T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-21T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-21T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-21T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-21T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-21T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-21T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-21T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-08-21T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T05:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T05:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T05:32:06] bedroom_light | OnOff.OnOff = True\n[2026-08-21T05:32:14] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-21T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-21T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-21T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-21T05:36:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T05:36:00] bathroom_light | OnOff.OnOff = True\n[2026-08-21T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-21T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-21T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-21T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-21T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-21T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-21T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-21T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-21T05:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-21T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-21T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-21T05:56:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T06:00:00] bathroom_light | OnOff.OnOff = False\n[2026-08-21T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-21T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-21T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-21T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:00:03] kitchen_light | OnOff.OnOff = True\n[2026-08-21T06:00:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T06:00:33] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-21T06:01:03] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-21T06:01:40] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-21T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-21T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-21T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-21T06:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-21T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-21T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-21T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-21T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-21T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-08-21T06:20:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-21T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-21T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-21T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-21T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:31:40] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T06:32:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-21T06:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T06:33:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-21T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-21T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-21T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-21T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-21T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-21T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-21T06:40:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-21T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-21T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-08-21T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-21T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-21T06:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-21T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-21T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-21T07:00:00] kitchen_light | OnOff.OnOff = False\n[2026-08-21T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-21T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-21T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-21T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-21T07:00:03] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-21T07:00:03] front_door_lock | DoorLock.LockState = 2\n[2026-08-21T07:00:03] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T07:00:05] front_door_contact | BooleanState.StateValue = False\n[2026-08-21T07:00:06] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-21T07:00:06] front_door_contact | BooleanState.StateValue = True\n[2026-08-21T07:00:07] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-21T07:00:07] front_door_lock | DoorLock.LockState = 1\n[2026-08-21T07:01:40] bathroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00237_pair", "episode_id": "DPO_DEV_FP_00237", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 110\n\n## 跨天活动摘要\n- 2026-08-14: living_room=211, bedroom=241, kitchen=239, entrance=229, bathroom=57\n\n## 设备事件日志\n[2026-08-14T04:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-14T04:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-14T04:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T04:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-14T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-14T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-14T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-08-14T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-14T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-14T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-14T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-14T05:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-14T05:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-14T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-14T05:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-14T05:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-14T05:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T05:29:08] bedroom_light | OnOff.OnOff = True\n[2026-08-14T05:29:10] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-14T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-14T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-14T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-14T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-14T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-14T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-14T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-14T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-14T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-14T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-14T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-14T05:47:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T05:47:00] bathroom_light | OnOff.OnOff = True\n[2026-08-14T05:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-14T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-14T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-14T05:55:00] bathroom_light | OnOff.OnOff = False\n[2026-08-14T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-14T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-14T05:55:04] kitchen_light | OnOff.OnOff = True\n[2026-08-14T05:55:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T05:55:34] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-14T05:56:04] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-14T05:56:15] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-14T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-14T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-14T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-14T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-14T06:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-14T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-14T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-14T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-14T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-14T06:15:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-14T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-14T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-14T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-08-14T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-14T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T06:26:15] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-14T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-14T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-14T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-14T06:35:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:36:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-14T06:37:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-14T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-14T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-14T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-14T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-08-14T06:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-14T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-14T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-14T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-14T06:55:04] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:56:15] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-14T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-14T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-14T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-14T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-14T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-14T07:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:10:00] kitchen_light | OnOff.OnOff = False\n[2026-08-14T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-14T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-14T07:10:05] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T07:10:05] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T07:10:07] front_door_contact | BooleanState.StateValue = False\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00238_pair", "episode_id": "DPO_DEV_FP_00238", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 107\n\n## 跨天活动摘要\n- 2026-08-14: living_room=211, bedroom=241, kitchen=238, entrance=230, bathroom=61\n\n## 设备事件日志\n[2026-08-14T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-08-14T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-14T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-14T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-14T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-14T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-14T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-14T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-14T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-14T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-08-14T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-14T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-14T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-14T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-08-14T05:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T05:37:03] bedroom_light | OnOff.OnOff = True\n[2026-08-14T05:37:12] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-14T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-08-14T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-14T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-14T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-14T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-14T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-14T05:46:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T05:46:00] bathroom_light | OnOff.OnOff = True\n[2026-08-14T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-14T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-14T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-14T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-14T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-14T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-14T05:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-14T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-14T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-14T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-14T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-14T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-14T06:06:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:07:00] bathroom_light | OnOff.OnOff = False\n[2026-08-14T06:07:06] kitchen_light | OnOff.OnOff = True\n[2026-08-14T06:07:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:07:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-14T06:07:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:08:06] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-14T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-14T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-14T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-14T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-14T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-14T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-08-14T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-14T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-14T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-14T06:27:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-14T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-14T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-14T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:35:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-14T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-14T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-14T06:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:37:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-14T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-14T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-14T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-14T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-14T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-14T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-08-14T06:47:06] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-14T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-14T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-14T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-14T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-14T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T06:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-14T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-14T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:05:00] kitchen_light | OnOff.OnOff = False\n[2026-08-14T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-14T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-14T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-14T07:05:05] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T07:05:05] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T07:05:07] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T07:05:08] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:05:09] front_door_contact | BooleanState.StateValue = True\n[2026-08-14T07:05:10] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-14T07:05:10] front_door_lock | DoorLock.LockState = 1\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_FP_00239_pair", "episode_id": "DPO_DEV_FP_00239", "scenario_id": "T-EL-06", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: living_room_light\n- 已选事件数: 104\n\n## 跨天活动摘要\n- 2026-07-28: living_room=209, bedroom=241, kitchen=238, entrance=230, bathroom=64\n\n## 设备事件日志\n[2026-07-28T04:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-28T04:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-28T04:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-28T04:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-28T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-28T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-28T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-28T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-28T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-28T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-28T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-07-28T05:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-28T05:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-28T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T05:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T05:30:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T05:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T05:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T05:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T05:33:02] bedroom_light | OnOff.OnOff = True\n[2026-07-28T05:33:06] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-28T05:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-28T05:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-07-28T05:38:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T05:38:00] bathroom_light | OnOff.OnOff = True\n[2026-07-28T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-07-28T05:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-28T05:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-28T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-28T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-28T05:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-28T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-28T05:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-28T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-28T05:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-28T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-28T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-07-28T05:58:00] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-28T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-28T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-28T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-28T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-07-28T06:07:00] bathroom_light | OnOff.OnOff = False\n[2026-07-28T06:07:07] kitchen_light | OnOff.OnOff = True\n[2026-07-28T06:07:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:07:37] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-28T06:08:07] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:08:07] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-28T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-28T06:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-28T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-28T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-28T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-28T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-28T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-28T06:20:00] living_room_light | OnOff.OnOff = True\n[2026-07-28T06:25:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-28T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-28T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-28T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-28T06:27:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-28T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-28T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-28T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-28T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-28T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-28T06:38:07] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-28T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-28T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-28T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-28T06:45:00] living_room_light | OnOff.OnOff = False\n[2026-07-28T06:47:07] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-28T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-28T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-28T06:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-28T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-28T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-28T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-28T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-28T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T07:04:00] kitchen_light | OnOff.OnOff = False\n[2026-07-28T07:04:08] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-28T07:04:08] front_door_lock | DoorLock.LockState = 2\n[2026-07-28T07:04:10] front_door_contact | BooleanState.StateValue = False\n[2026-07-28T07:04:11] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T07:04:12] front_door_contact | BooleanState.StateValue = True\n[2026-07-28T07:04:13] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-28T07:04:13] front_door_lock | DoorLock.LockState = 1\n[2026-07-28T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 2}}
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{"pair_id": "DPO_DEV_TP_00240_pair", "episode_id": "DPO_DEV_TP_00240", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 95\n\n## 跨天活动摘要\n- 2026-07-29: kids_room=233, entrance=232, master_bedroom=228, dining_room=219, living_room=114, master_bathroom=54\n\n## 设备事件日志\n[2026-07-29T06:25:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-29T14:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T14:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T15:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-29T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-29T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T15:30:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T15:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-29T15:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-29T15:36:43] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-29T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-29T15:40:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T15:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-29T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-29T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-29T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-29T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-29T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-29T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-29T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T16:00:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-29T16:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-29T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-29T16:10:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-29T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-29T16:23:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T16:23:13] kids_room_light | OnOff.OnOff = True\n[2026-07-29T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-29T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-29T16:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:28:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-29T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-29T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-29T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-29T16:36:43] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T16:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-29T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-29T16:40:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-29T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-29T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-29T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-29T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-29T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-29T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-29T16:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-29T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-29T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-29T17:00:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-29T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-29T17:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:08:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-29T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-29T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-29T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-29T17:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-29T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-29T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-29T17:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:28:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-29T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T17:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-29T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-29T17:36:43] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-29T17:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-29T17:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-29T17:40:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-29T17:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-29T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-29T17:52:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-29T17:52:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-29T17:52:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:52:18] living_room_ac | OnOff.OnOff = True\n[2026-07-29T17:53:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-29T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-29T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-29T17:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_TP_00241_pair", "episode_id": "DPO_DEV_TP_00241", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 141\n\n## 跨天活动摘要\n- 2026-08-01: kids_room=48, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, master_bathroom=48\n\n## 设备事件日志\n[2026-08-01T14:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-01T14:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T14:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-01T14:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-01T14:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-08-01T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-01T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-01T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-01T15:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-01T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-01T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-01T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-08-01T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-01T15:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-01T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-01T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-08-01T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-01T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-01T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-01T15:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-01T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-01T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-01T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-01T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-01T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-01T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-01T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-01T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-01T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-01T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-01T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-01T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-01T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-01T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-01T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-01T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-01T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-01T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-01T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-01T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-08-01T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-01T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-01T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-01T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-01T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-01T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-01T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-01T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-01T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-01T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-01T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-01T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-01T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-01T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-01T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-01T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-01T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-01T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-01T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-01T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-01T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-01T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-01T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-01T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-01T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-01T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-01T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-01T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-01T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-01T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-01T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-01T16:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-01T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-01T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-01T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-01T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-01T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-01T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-01T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-01T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-08-01T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-01T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-01T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-01T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-01T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-01T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-01T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-01T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-01T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-01T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-01T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-01T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-01T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-01T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-01T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-01T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-01T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-01T17:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-01T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-01T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-01T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-01T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-01T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-08-01T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-01T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-01T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-01T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-01T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00242_pair", "episode_id": "DPO_DEV_TP_00242", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 95\n\n## 跨天活动摘要\n- 2026-07-01: kids_room=226, master_bedroom=231, entrance=230, dining_room=223, living_room=114, master_bathroom=52\n\n## 设备事件日志\n[2026-07-01T06:56:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-01T14:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T14:54:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T15:14:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-01T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-01T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T15:30:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T15:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-01T15:37:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-01T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-01T15:40:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T15:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-01T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-01T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-01T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-01T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-01T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-01T15:57:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-01T15:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T15:57:16] kids_room_light | OnOff.OnOff = True\n[2026-07-01T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-01T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-01T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T16:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:02:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-01T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-01T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-01T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-01T16:10:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-01T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-01T16:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-01T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-01T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-01T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-01T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-01T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-01T16:30:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-01T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-01T16:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:37:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-01T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-01T16:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:42:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-01T16:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-01T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-01T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-01T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-01T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-01T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-01T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-01T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-01T17:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:02:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-01T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-01T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-01T17:10:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-01T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-01T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-01T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-01T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-01T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-01T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-01T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-01T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T17:30:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-01T17:37:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-01T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-01T17:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:42:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-01T17:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-01T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-01T17:53:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-01T17:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T17:53:07] living_room_light_1 | OnOff.OnOff = True\n[2026-07-01T17:53:15] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-01T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_TP_00243_pair", "episode_id": "DPO_DEV_TP_00243", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 134\n\n## 跨天活动摘要\n- 2026-07-19: kids_room=48, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, master_bathroom=48\n\n## 设备事件日志\n[2026-07-19T14:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-07-19T14:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T14:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-19T14:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-19T14:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-19T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-19T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-07-19T15:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-19T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-19T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-19T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-19T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-19T15:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-19T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-19T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-19T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-19T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T15:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-19T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-19T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-19T15:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-19T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-19T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-19T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-19T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-19T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-19T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-19T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-19T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-19T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-19T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-19T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-19T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-19T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-19T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-19T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-19T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-19T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-19T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-19T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-19T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-19T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-19T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-19T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-19T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-19T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-19T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-19T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-19T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-19T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-19T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-19T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-19T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-19T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-19T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-19T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-19T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-19T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-19T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-19T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-19T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-19T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-19T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-19T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-19T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-19T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-19T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-19T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-19T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-19T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-19T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-19T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-19T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-19T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-19T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-19T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-19T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-19T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-19T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-19T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-19T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-19T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-19T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-19T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-19T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-19T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-19T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-19T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-19T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-19T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-19T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-19T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-19T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-19T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-19T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-19T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-19T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-19T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-19T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-19T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-19T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-19T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00244_pair", "episode_id": "DPO_DEV_TP_00244", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 100\n\n## 跨天活动摘要\n- 2026-07-16: kids_room=228, master_bedroom=230, entrance=225, dining_room=220, living_room=114, master_bathroom=55\n\n## 设备事件日志\n[2026-07-16T06:38:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-16T14:33:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T14:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T15:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-16T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-16T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T15:31:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T15:34:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-16T15:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-16T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-16T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-16T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-16T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-16T15:48:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-16T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-16T15:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T15:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-16T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-16T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-16T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-16T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-16T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-16T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-16T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-16T16:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-16T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-16T16:19:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-16T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-16T16:21:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-16T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-16T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-16T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-16T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-16T16:33:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-16T16:33:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-16T16:33:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-16T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-16T16:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-16T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-16T16:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-16T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-16T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-16T16:48:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-16T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-16T16:51:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:53:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-16T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-16T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-16T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-16T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-16T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-16T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-16T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-16T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-16T17:11:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:13:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-16T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-16T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-16T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-16T17:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-16T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-16T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-16T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-16T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-16T17:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-16T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-16T17:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-16T17:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-16T17:48:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T17:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-16T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-16T17:51:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T17:52:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-16T17:52:10] living_room_light_1 | OnOff.OnOff = True\n[2026-07-16T17:52:12] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-16T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-16T17:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-16T17:58:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00245_pair", "episode_id": "DPO_DEV_TP_00245", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 139\n\n## 跨天活动摘要\n- 2026-07-12: kids_room=48, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, master_bathroom=48\n\n## 设备事件日志\n[2026-07-12T14:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-12T14:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T14:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-12T14:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-12T14:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-12T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-12T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-12T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-12T15:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-12T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-12T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-12T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-07-12T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-12T15:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-12T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-12T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-12T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-12T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T15:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-12T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-12T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-12T15:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-12T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-12T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-12T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-12T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-12T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-12T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-12T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-12T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-12T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-12T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-12T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-12T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-12T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-12T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-12T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-12T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-12T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-12T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-12T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-12T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-12T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-12T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-12T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-12T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-12T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-12T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-12T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-12T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-12T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-12T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-12T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-12T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-12T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-12T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-12T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-12T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-12T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-12T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-12T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-12T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-12T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-12T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-12T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-12T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-12T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-12T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-12T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-12T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-12T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-12T16:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-12T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-12T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-12T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-12T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-12T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-12T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-12T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-12T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-12T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-12T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-12T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-12T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-12T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-12T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-12T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-12T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-12T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-12T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-12T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-12T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-12T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-12T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-12T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-12T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-12T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-12T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-12T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-12T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-12T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-12T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-12T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-12T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-12T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-12T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-12T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00246_pair", "episode_id": "DPO_DEV_TP_00246", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 95\n\n## 跨天活动摘要\n- 2026-07-10: kids_room=227, master_bedroom=230, entrance=230, dining_room=223, living_room=111, master_bathroom=52\n\n## 设备事件日志\n[2026-07-10T07:05:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-10T14:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T14:50:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T15:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-10T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-10T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T15:30:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T15:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T15:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-10T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-10T15:35:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T15:36:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-10T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-10T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-10T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-10T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-10T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-10T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-10T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-10T15:55:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T15:56:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-10T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-10T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T16:03:24] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-10T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-10T16:05:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:07:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-10T16:07:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-10T16:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-10T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-10T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-10T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-10T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-10T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-10T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-10T16:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-10T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-10T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-10T16:36:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:37:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-07-10T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-10T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-10T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-10T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-10T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-10T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-10T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-10T16:56:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T16:57:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-10T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-10T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-10T17:03:24] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-10T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-10T17:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-10T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-10T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-10T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-10T17:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-10T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-10T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-10T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-10T17:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-10T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-10T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-10T17:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-10T17:36:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:37:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-10T17:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-10T17:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-10T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-10T17:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-10T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-10T17:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-10T17:56:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T17:57:09] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-10T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-10T18:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-10T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00247_pair", "episode_id": "DPO_DEV_TP_00247", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 96\n\n## 跨天活动摘要\n- 2026-07-06: kids_room=228, entrance=232, master_bedroom=231, dining_room=222, living_room=110, master_bathroom=52\n\n## 设备事件日志\n[2026-07-06T06:31:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-06T14:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T14:54:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:14:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-06T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-06T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T15:31:31] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-06T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-06T15:35:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-06T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-06T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-06T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-06T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-06T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-06T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-06T15:55:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:58:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-06T15:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T15:58:14] kids_room_light | OnOff.OnOff = True\n[2026-07-06T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-06T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-06T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T16:03:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-06T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-06T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-06T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-06T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-06T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-06T16:15:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T16:18:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-06T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-06T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-06T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-06T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-06T16:34:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-06T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-06T16:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T16:38:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-06T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-06T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-06T16:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-06T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-06T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-06T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-06T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-06T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-06T16:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T16:58:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-06T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-06T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-06T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-06T17:05:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-06T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-06T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-06T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-06T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-06T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-06T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-06T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-06T17:25:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-06T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T17:34:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T17:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-06T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-06T17:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:38:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-06T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-06T17:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-06T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-06T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-06T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-06T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-06T17:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:58:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-06T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-06T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T18:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_TP_00248_pair", "episode_id": "DPO_DEV_TP_00248", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 134\n\n## 跨天活动摘要\n- 2026-08-01: kids_room=48, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, master_bathroom=48\n\n## 设备事件日志\n[2026-08-01T14:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-01T14:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T14:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-08-01T14:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-01T14:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-08-01T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-01T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-08-01T15:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-08-01T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-01T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-01T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-01T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-08-01T15:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-08-01T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-01T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-08-01T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-01T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T15:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-08-01T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-01T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-01T15:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-01T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-01T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-01T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-08-01T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-01T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-08-01T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-01T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-01T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-01T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-01T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-01T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-08-01T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-01T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-01T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-01T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-08-01T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-01T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-01T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-01T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-01T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-01T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-08-01T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-01T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-08-01T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-01T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-01T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-01T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-01T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-01T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-01T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-01T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-01T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-08-01T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-01T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-01T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-01T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-01T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-01T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-01T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-01T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-01T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-01T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-01T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-01T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-01T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-01T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-01T16:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-01T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-01T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-01T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-01T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-01T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-01T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-01T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-01T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-08-01T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-08-01T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-08-01T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-08-01T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-01T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-01T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-01T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-01T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-01T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-01T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-01T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-08-01T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-01T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-01T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-08-01T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-01T17:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-01T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-01T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-01T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-01T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-08-01T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-01T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-01T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-01T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-01T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-01T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-01T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00249_pair", "episode_id": "DPO_DEV_TP_00249", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 88\n\n## 跨天活动摘要\n- 2026-08-10: kids_room=232, master_bedroom=232, entrance=229, dining_room=218, living_room=113, master_bathroom=57\n\n## 设备事件日志\n[2026-08-10T06:37:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-10T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-10T14:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-10T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-08-10T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-08-10T15:12:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-10T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-08-10T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-08-10T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-10T15:32:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-10T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-10T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-10T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-08-10T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-10T15:40:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T15:41:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T15:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-10T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-10T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-10T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-10T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-10T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-08-10T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-08-10T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-10T15:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-10T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-10T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-08-10T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-10T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-10T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-10T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-10T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T16:00:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:01:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:03:04] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-10T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-10T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-10T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-10T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-10T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-10T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-10T16:12:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-08-10T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-10T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-10T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-10T16:19:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-10T16:19:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-10T16:19:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-10T16:19:06] kids_room_light | OnOff.OnOff = True\n[2026-08-10T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-10T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-10T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-10T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-10T16:20:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-10T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-10T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-10T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-10T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-10T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-10T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-10T16:33:04] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-10T16:34:03] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-10T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-10T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-08-10T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-08-10T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-08-10T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-10T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-10T16:40:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-10T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-10T17:00:00] second_bathroom_light | OnOff.OnOff = True\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00250_pair", "episode_id": "DPO_DEV_TP_00250", "scenario_id": "T-CH-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: second_bathroom_light\n- 已选事件数: 129\n\n## 跨天活动摘要\n- 2026-07-26: kids_room=48, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, master_bathroom=48\n\n## 设备事件日志\n[2026-07-26T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-26T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-26T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-26T15:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-26T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-26T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-26T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-26T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-26T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-26T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-26T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-26T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-26T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-26T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-26T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-26T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-26T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-26T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-26T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-26T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-26T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-26T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-26T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-26T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-26T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-26T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-26T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-26T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-26T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-26T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-26T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-26T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-26T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-26T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-26T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-26T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-26T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-26T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-26T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-26T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-26T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-26T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-26T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-26T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-26T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-26T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-26T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-26T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-26T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-26T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-26T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-26T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-26T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-26T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-26T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-26T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-26T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-26T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-26T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-26T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-26T16:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-26T16:45:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-26T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-26T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-26T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-26T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-26T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-26T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-26T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-26T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-26T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-26T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-26T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-26T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-26T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-26T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-26T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-26T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-26T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-26T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-26T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-26T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-26T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-26T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-26T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-26T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-26T17:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-26T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-26T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-26T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-26T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-26T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-26T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-26T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-26T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-26T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-26T17:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-26T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-26T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00251_pair", "episode_id": "DPO_DEV_FP_00251", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 84\n\n## 跨天活动摘要\n- 2026-08-14: kids_room=229, master_bedroom=229, entrance=228, dining_room=222, master_bathroom=222, living_room=113\n\n## 设备事件日志\n[2026-08-14T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:38:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-14T06:51:10] kitchen_light | OnOff.OnOff = True\n[2026-08-14T07:37:07] kitchen_light | OnOff.OnOff = False\n[2026-08-14T08:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T11:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T14:47:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-14T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-08-14T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-14T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443\n[2026-08-14T15:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2426\n[2026-08-14T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-08-14T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-08-14T15:27:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-08-14T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-08-14T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-08-14T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-08-14T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-08-14T15:42:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T15:42:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T15:42:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T15:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-14T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-08-14T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-08-14T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-14T15:47:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-08-14T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-08-14T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-14T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-08-14T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-14T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-08-14T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-08-14T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-08-14T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-14T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-08-14T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T16:02:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:02:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:02:32] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-08-14T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-08-14T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-08-14T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-08-14T16:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-08-14T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-08-14T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-14T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-14T16:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T16:14:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-14T16:14:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T16:14:10] kids_room_light | OnOff.OnOff = True\n[2026-08-14T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-08-14T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-08-14T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-08-14T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-14T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-08-14T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-08-14T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-14T16:22:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:22:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-14T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-08-14T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-08-14T16:29:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-08-14T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-14T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-08-14T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-08-14T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-14T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-08-14T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T16:40:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00252_pair", "episode_id": "DPO_DEV_FP_00252", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 85\n\n## 跨天活动摘要\n- 2026-07-15: kids_room=230, master_bedroom=228, entrance=226, dining_room=218, living_room=113, master_bathroom=53\n\n## 设备事件日志\n[2026-07-15T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T06:37:07] kitchen_light | OnOff.OnOff = True\n[2026-07-15T06:49:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-15T07:46:09] kitchen_light | OnOff.OnOff = False\n[2026-07-15T08:32:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T11:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T14:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451\n[2026-07-15T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-15T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-15T15:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-15T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-15T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-15T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429\n[2026-07-15T15:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-15T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-15T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-15T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-15T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-15T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-15T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-15T15:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T15:41:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T15:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T15:42:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-15T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-15T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-15T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-15T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-15T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-15T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-15T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-15T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-15T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-15T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-15T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-15T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-15T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T16:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:01:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:02:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-15T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-15T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-15T16:08:22] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-15T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-15T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-15T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-15T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-15T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-15T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-15T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-15T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-15T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-15T16:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:21:28] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:22:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-15T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-15T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-15T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-15T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-15T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-15T16:33:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-15T16:33:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-15T16:33:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-15T16:33:11] kids_room_light | OnOff.OnOff = True\n[2026-07-15T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-15T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-15T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-15T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-15T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T16:38:22] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-15T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-15T16:40:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00253_pair", "episode_id": "DPO_DEV_FP_00253", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 89\n\n## 跨天活动摘要\n- 2026-07-24: kids_room=232, entrance=230, master_bedroom=229, master_bathroom=223, dining_room=222, living_room=112\n\n## 设备事件日志\n[2026-07-24T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T06:35:09] kitchen_light | OnOff.OnOff = True\n[2026-07-24T06:40:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-24T07:19:06] kitchen_light | OnOff.OnOff = False\n[2026-07-24T08:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T11:25:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-24T14:50:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-24T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-24T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-24T15:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-24T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-24T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-24T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-24T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-24T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-24T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-24T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-24T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-24T15:41:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:43:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:44:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-24T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-24T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-24T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-24T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-24T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-24T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-24T15:50:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-24T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-24T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-24T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-24T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-24T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-24T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-24T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-24T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:01:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:03:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:04:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-24T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-24T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-24T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-24T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-24T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-24T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-24T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-24T16:10:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-24T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-24T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-24T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-24T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-24T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-24T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-24T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-24T16:21:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:22:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-24T16:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-24T16:22:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-24T16:22:14] kids_room_light | OnOff.OnOff = True\n[2026-07-24T16:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:23:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-24T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-24T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-24T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-24T16:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-24T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-24T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-24T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-24T16:32:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-24T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-24T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:40:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00254_pair", "episode_id": "DPO_DEV_FP_00254", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 122\n\n## 跨天活动摘要\n- 2026-07-11: kids_room=49, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, master_bathroom=48\n\n## 设备事件日志\n[2026-07-11T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T04:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T12:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-11T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-07-11T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-11T15:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-11T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-11T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-11T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-11T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-11T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-11T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-11T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-11T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-11T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-11T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-11T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-11T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-11T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-11T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-11T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-11T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-11T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-11T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-11T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-11T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-11T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-11T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-11T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-11T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-11T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-11T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-11T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-11T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-11T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-11T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-11T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-11T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-11T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-11T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-11T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-11T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-11T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-11T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-11T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-11T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-11T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-11T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-11T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-11T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-11T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-11T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-11T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-11T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-11T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-11T16:40:00] kitchen_light | OnOff.OnOff = True\n[2026-07-11T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-11T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-11T16:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-11T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-11T16:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-11T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-11T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-11T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-11T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-11T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-11T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-11T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-11T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-11T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-11T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-07-11T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-11T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-11T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-07-11T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-11T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-11T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-11T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-11T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-11T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-11T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-11T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-07-11T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-11T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-11T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-11T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-11T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-11T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343\n[2026-07-11T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T17:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00255_pair", "episode_id": "DPO_DEV_FP_00255", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 95\n\n## 跨天活动摘要\n- 2026-07-08: kids_room=230, master_bedroom=233, entrance=229, dining_room=220, living_room=115, master_bathroom=58\n\n## 设备事件日志\n[2026-07-08T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T06:26:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-08T07:07:10] kitchen_light | OnOff.OnOff = True\n[2026-07-08T07:30:07] kitchen_light | OnOff.OnOff = False\n[2026-07-08T08:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T11:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T14:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-07-08T14:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T14:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-08T14:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-08T14:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-08T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-08T14:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432\n[2026-07-08T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437\n[2026-07-08T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-08T15:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-08T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-08T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-08T15:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-08T15:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-08T15:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-08T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T15:30:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:33:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-08T15:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2424\n[2026-07-08T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-08T15:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-08T15:37:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-08T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-08T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-08T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-08T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-08T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-08T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-08T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-08T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-08T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-08T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-08T15:50:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:53:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-08T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-08T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-08T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-08T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-08T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-08T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-08T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-08T16:07:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-08T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-08T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-08T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-08T16:10:26] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:11:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-08T16:11:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-08T16:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:11:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-08T16:11:12] kids_room_light | OnOff.OnOff = True\n[2026-07-08T16:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:13:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-08T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-08T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-08T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-08T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-08T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-08T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-08T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-08T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-08T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-08T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-08T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-08T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-08T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-08T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-08T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-08T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-08T16:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:31:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-08T16:40:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00256_pair", "episode_id": "DPO_DEV_FP_00256", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 87\n\n## 跨天活动摘要\n- 2026-07-24: kids_room=230, entrance=231, master_bedroom=229, dining_room=223, living_room=114, master_bathroom=58\n\n## 设备事件日志\n[2026-07-24T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T06:34:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-24T07:10:04] kitchen_light | OnOff.OnOff = True\n[2026-07-24T07:22:02] kitchen_light | OnOff.OnOff = False\n[2026-07-24T08:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T11:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-24T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-24T14:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-24T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-24T15:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-24T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-24T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-24T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2425\n[2026-07-24T15:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-24T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-24T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-24T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-24T15:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:40:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:41:37] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T15:42:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-24T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-24T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-24T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-24T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-24T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-24T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-24T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-24T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-24T15:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-24T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-24T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-24T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:00:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:02:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-24T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-24T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-24T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-24T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-24T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-24T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-24T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-24T16:11:37] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-24T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-24T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-24T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-24T16:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-24T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-24T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-24T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-24T16:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:20:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:22:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-24T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-24T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-24T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-24T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-24T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-24T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-24T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-24T16:33:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-24T16:33:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-24T16:33:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-24T16:33:06] kids_room_light | OnOff.OnOff = True\n[2026-07-24T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-07-24T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-24T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-24T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-24T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-24T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-24T16:40:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00257_pair", "episode_id": "DPO_DEV_FP_00257", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 90\n\n## 跨天活动摘要\n- 2026-07-24: kids_room=232, master_bedroom=230, entrance=230, dining_room=221, living_room=115, master_bathroom=57\n\n## 设备事件日志\n[2026-07-24T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T06:56:03] kitchen_light | OnOff.OnOff = True\n[2026-07-24T07:05:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-24T07:20:07] kitchen_light | OnOff.OnOff = False\n[2026-07-24T08:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T11:23:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:28:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-24T14:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-24T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-24T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-24T15:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-24T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423\n[2026-07-24T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-24T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-24T15:33:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-24T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-24T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-24T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-24T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-24T15:40:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:41:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411\n[2026-07-24T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-24T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-24T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-24T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-24T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-24T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-24T15:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-24T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-24T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-24T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401\n[2026-07-24T15:57:25] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-24T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-24T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-24T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:00:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:01:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-24T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-24T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-24T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-24T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-24T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-24T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-24T16:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-24T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-24T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-24T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-24T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-24T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-24T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-24T16:20:20] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:21:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:22:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-24T16:22:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-24T16:22:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-24T16:22:11] kids_room_light | OnOff.OnOff = True\n[2026-07-24T16:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-24T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-24T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382\n[2026-07-24T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-24T16:27:25] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-24T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-24T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-07-24T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387\n[2026-07-24T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-24T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-24T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-24T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-24T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-07-24T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:37:03] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-24T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-07-24T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-24T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-24T16:40:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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||
{"pair_id": "DPO_DEV_FP_00258_pair", "episode_id": "DPO_DEV_FP_00258", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 124\n\n## 跨天活动摘要\n- 2026-07-26: kids_room=49, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, master_bathroom=48\n\n## 设备事件日志\n[2026-07-26T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T04:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T12:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-26T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-26T15:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-26T15:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T15:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-07-26T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431\n[2026-07-26T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434\n[2026-07-26T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2422\n[2026-07-26T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418\n[2026-07-26T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-26T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-26T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-26T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410\n[2026-07-26T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-26T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419\n[2026-07-26T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-26T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-26T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2417\n[2026-07-26T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-26T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-26T15:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-26T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-26T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-26T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-26T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-26T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-26T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406\n[2026-07-26T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-26T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-26T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-26T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-26T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397\n[2026-07-26T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-26T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391\n[2026-07-26T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-26T16:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-26T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-26T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-26T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-26T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-26T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-26T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-26T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-26T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-26T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-26T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-26T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-26T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-26T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-26T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-26T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-26T16:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-26T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-26T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-26T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-26T16:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-26T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383\n[2026-07-26T16:40:00] kitchen_light | OnOff.OnOff = True\n[2026-07-26T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-26T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-26T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-26T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-07-26T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-07-26T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-26T16:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-26T16:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367\n[2026-07-26T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-26T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-26T17:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-26T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-26T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-26T17:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-26T17:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-26T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-26T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-26T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-26T17:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-26T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-26T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-26T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-26T17:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-26T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360\n[2026-07-26T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-26T17:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-26T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-26T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-26T17:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-26T17:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-07-26T17:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-26T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-07-26T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-26T17:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00259_pair", "episode_id": "DPO_DEV_FP_00259", "scenario_id": "T-CH-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: kids_room\n- 重点设备: kids_room_occupancy, kitchen_light, second_bathroom_light\n- 已选事件数: 86\n\n## 跨天活动摘要\n- 2026-07-30: kids_room=234, entrance=230, master_bedroom=229, dining_room=223, master_bathroom=223, living_room=109\n\n## 设备事件日志\n[2026-07-30T00:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T06:32:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-30T06:37:06] kitchen_light | OnOff.OnOff = True\n[2026-07-30T07:20:08] kitchen_light | OnOff.OnOff = False\n[2026-07-30T08:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T11:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T14:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T14:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-30T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-30T14:56:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T15:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2427\n[2026-07-30T15:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-30T15:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T15:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2428\n[2026-07-30T15:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-30T15:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2421\n[2026-07-30T15:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2408\n[2026-07-30T15:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T15:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-30T15:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2420\n[2026-07-30T15:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-30T15:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407\n[2026-07-30T15:40:34] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T15:41:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T15:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T15:42:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T15:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-30T15:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415\n[2026-07-30T15:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416\n[2026-07-30T15:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-30T15:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403\n[2026-07-30T15:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412\n[2026-07-30T15:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413\n[2026-07-30T15:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-30T15:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405\n[2026-07-30T15:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398\n[2026-07-30T15:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400\n[2026-07-30T15:56:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409\n[2026-07-30T16:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-30T16:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402\n[2026-07-30T16:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404\n[2026-07-30T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T16:00:34] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:01:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:02:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-30T16:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-30T16:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-30T16:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-30T16:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394\n[2026-07-30T16:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2386\n[2026-07-30T16:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388\n[2026-07-30T16:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396\n[2026-07-30T16:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389\n[2026-07-30T16:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399\n[2026-07-30T16:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395\n[2026-07-30T16:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385\n[2026-07-30T16:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-30T16:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393\n[2026-07-30T16:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-30T16:20:34] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:21:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:22:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-30T16:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-30T16:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-07-30T16:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392\n[2026-07-30T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384\n[2026-07-30T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379\n[2026-07-30T16:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2390\n[2026-07-30T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380\n[2026-07-30T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-30T16:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-30T16:34:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-30T16:34:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-30T16:34:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-30T16:34:11] kids_room_light | OnOff.OnOff = True\n[2026-07-30T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-30T16:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-30T16:40:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00260_pair", "episode_id": "DPO_DEV_TP_00260", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 128\n\n## 跨天活动摘要\n- 2026-08-18: living_room=115, master_bedroom=229, entrance=229, second_bedroom=48, bathroom=48, kitchen=12\n\n## 设备事件日志\n[2026-08-18T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-08-18T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-08-18T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-08-18T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-18T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-18T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-18T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-18T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-18T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-18T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-18T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-18T06:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-18T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-18T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:33:03] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-18T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-18T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-18T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-18T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-18T06:46:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-18T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-18T06:57:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-18T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-18T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-08-18T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-18T07:06:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-18T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-18T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-18T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-18T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-18T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-18T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-18T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:31:09] kitchen_light | OnOff.OnOff = False\n[2026-08-18T07:31:24] front_door_lock | DoorLock.LockState = 2\n[2026-08-18T07:31:30] front_door_contact | BooleanState.StateValue = True\n[2026-08-18T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-18T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-18T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-18T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-18T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-18T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-18T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-18T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-18T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-18T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-18T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-18T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-18T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-18T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-18T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-18T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-18T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-18T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-18T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-08-18T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555\n[2026-08-18T15:56:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T18:17:00] kitchen_light | OnOff.OnOff = True\n[2026-08-18T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-08-18T19:50:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-18T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-18T20:20:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-18T20:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-18T20:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-18T20:45:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-18T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-18T20:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T20:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-18T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-18T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T21:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:05:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-18T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-18T21:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-18T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-18T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-18T21:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-18T21:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T21:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-18T21:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-18T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-18T21:40:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-18T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-18T21:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-18T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-18T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-18T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-08-18T22:00:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-18T22:06:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T22:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-18T22:10:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-18T22:10:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-18T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-18T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-18T22:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-18T22:26:06] living_room_ac | OnOff.OnOff = False\n[2026-08-18T22:26:20] front_door_contact | BooleanState.StateValue = True\n[2026-08-18T22:26:28] master_bedroom_light | OnOff.OnOff = False\n[2026-08-18T22:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-18T22:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T22:31:12] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T22:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-18T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-18T22:40:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-18T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00261_pair", "episode_id": "DPO_DEV_TP_00261", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 125\n\n## 跨天活动摘要\n- 2026-07-06: living_room=111, entrance=231, bathroom=53, master_bedroom=48, second_bedroom=48, kitchen=9\n\n## 设备事件日志\n[2026-07-06T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438\n[2026-07-06T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-06T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-06T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-06T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-06T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-06T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-06T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-06T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-06T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-06T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-06T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-06T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-06T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-06T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-06T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-06T06:41:06] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-06T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-06T06:50:12] kitchen_light | OnOff.OnOff = True\n[2026-07-06T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-06T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-06T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-06T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-06T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-06T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-06T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-06T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-06T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-06T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-06T07:21:05] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-06T07:27:18] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T07:27:23] front_door_contact | BooleanState.StateValue = False\n[2026-07-06T07:27:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-06T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-06T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-06T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-06T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-06T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-06T07:47:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-06T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-06T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-06T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-06T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-06T08:07:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T08:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-06T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-06T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-06T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-06T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-06T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-06T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-06T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-06T18:24:19] living_room_light_1 | OnOff.OnOff = True\n[2026-07-06T19:44:13] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-06T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-06T20:14:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-06T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-06T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-06T20:44:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-06T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-06T20:51:05] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-06T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-06T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-06T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-06T21:04:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-06T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-06T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-06T21:21:05] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-06T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-06T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-06T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-06T21:34:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-06T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-06T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-06T21:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-06T21:51:05] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-06T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-06T21:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:59:38] front_door_contact | BooleanState.StateValue = True\n[2026-07-06T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-06T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-06T22:04:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-06T22:10:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-06T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-06T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-06T22:21:05] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-06T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-06T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-06T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-06T22:34:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-06T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-06T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-06T22:51:05] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-06T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-06T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-06T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-06T23:04:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-06T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-06T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-06T23:29:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
|
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{"pair_id": "DPO_DEV_TP_00262_pair", "episode_id": "DPO_DEV_TP_00262", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 127\n\n## 跨天活动摘要\n- 2026-07-04: living_room=196, bathroom=54, entrance=52, master_bedroom=48, second_bedroom=48, kitchen=15\n\n## 设备事件日志\n[2026-07-04T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440\n[2026-07-04T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442\n[2026-07-04T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-04T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-07-04T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-04T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-04T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-04T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-04T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-04T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-04T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-04T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-04T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-04T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-04T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-04T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-04T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-04T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-04T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-04T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-04T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-04T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-04T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-04T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-04T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-04T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-04T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-04T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-04T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-04T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-04T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-04T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-04T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-04T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-04T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-04T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-04T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-04T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-04T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-04T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-04T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-04T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-04T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-04T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-04T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-04T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-04T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-04T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-04T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-04T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-04T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-04T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-04T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-04T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-04T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-04T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-04T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-04T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-04T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-04T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-04T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-04T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-04T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-04T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-04T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-04T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-04T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T09:18:03] kitchen_light | OnOff.OnOff = True\n[2026-07-04T10:02:05] living_room_light_1 | OnOff.OnOff = True\n[2026-07-04T18:03:00] kitchen_light | OnOff.OnOff = True\n[2026-07-04T19:42:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T20:02:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T20:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-04T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-04T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-04T20:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-04T20:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-04T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-04T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-04T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-04T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-04T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-04T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-04T21:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-04T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-04T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-04T21:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-04T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-04T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-04T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-04T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-04T21:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-04T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T21:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-04T21:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-04T21:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-04T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-04T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-04T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-04T21:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-04T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-04T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-04T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-07-04T22:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-04T22:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T22:10:00] living_room_light_1 | OnOff.OnOff = True\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00263_pair", "episode_id": "DPO_DEV_TP_00263", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 130\n\n## 跨天活动摘要\n- 2026-07-11: living_room=199, bathroom=55, entrance=52, master_bedroom=48, second_bedroom=48, kitchen=15\n\n## 设备事件日志\n[2026-07-11T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-07-11T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-07-11T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441\n[2026-07-11T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-07-11T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-07-11T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-11T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-11T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-11T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-11T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-11T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-11T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-11T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-11T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-11T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-11T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-11T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-11T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-11T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-11T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-11T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-11T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-11T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-11T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-11T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-11T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-11T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-11T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-11T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-11T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-11T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-11T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-11T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-11T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-11T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-11T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-11T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-11T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-11T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-11T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-11T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-11T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-11T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-11T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-11T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-11T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-11T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-11T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-11T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-11T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-11T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-11T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-11T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-11T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-11T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-11T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T08:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-11T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-11T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-11T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-11T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-11T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-11T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-11T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-11T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-11T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-11T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-11T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T09:09:06] kitchen_light | OnOff.OnOff = True\n[2026-07-11T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-11T09:45:08] living_room_light_1 | OnOff.OnOff = True\n[2026-07-11T17:48:00] kitchen_light | OnOff.OnOff = True\n[2026-07-11T19:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T20:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T20:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-11T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-11T20:40:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-11T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-11T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-11T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-11T20:50:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-11T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-11T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-11T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-11T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-11T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-11T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-11T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-11T21:10:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-11T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-11T21:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-11T21:20:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-11T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-11T21:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-11T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-11T21:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-11T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-11T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-11T21:40:11] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-11T21:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-11T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-11T21:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-11T21:50:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-11T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-11T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-11T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-11T22:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-11T22:10:00] living_room_light_1 | OnOff.OnOff = True\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00264_pair", "episode_id": "DPO_DEV_TP_00264", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 119\n\n## 跨天活动摘要\n- 2026-08-18: living_room=115, entrance=230, bathroom=53, master_bedroom=48, second_bedroom=48, kitchen=9\n\n## 设备事件日志\n[2026-08-18T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-18T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-18T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456\n[2026-08-18T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-18T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-18T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-18T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-18T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-18T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-18T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-18T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-18T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-18T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-18T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-18T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-18T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-18T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-18T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-18T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-18T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-18T06:53:09] bathroom_light | OnOff.OnOff = True\n[2026-08-18T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-18T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-18T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-18T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-18T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-08-18T07:03:09] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-18T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-18T07:06:11] kitchen_light | OnOff.OnOff = True\n[2026-08-18T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-18T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-18T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-18T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-18T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-18T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-18T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-18T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-18T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T07:34:00] kitchen_light | OnOff.OnOff = False\n[2026-08-18T07:34:21] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-18T07:34:23] front_door_contact | BooleanState.StateValue = False\n[2026-08-18T07:34:31] front_door_contact | BooleanState.StateValue = True\n[2026-08-18T07:34:32] front_door_lock | DoorLock.LockState = 1\n[2026-08-18T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-18T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-18T07:39:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-18T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-18T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-18T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-18T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-18T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-18T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-18T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-18T07:59:24] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-18T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-18T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-18T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-18T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-18T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-18T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-18T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-18T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-18T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-18T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-18T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T18:02:30] living_room_light_1 | OnOff.OnOff = True\n[2026-08-18T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-18T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-08-18T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-18T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-18T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-18T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-18T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-08-18T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-18T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-18T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-18T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-18T20:51:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-18T20:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-18T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-18T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-18T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-18T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-18T21:07:20] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-18T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-18T21:12:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-18T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-18T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-18T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-18T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-18T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-18T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-18T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-18T21:32:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-18T21:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-18T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-18T21:41:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-18T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-18T21:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-18T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-18T21:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-18T22:10:00] living_room_light_1 | OnOff.OnOff = True\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00265_pair", "episode_id": "DPO_DEV_TP_00265", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 126\n\n## 跨天活动摘要\n- 2026-07-16: living_room=116, master_bedroom=230, entrance=226, second_bedroom=48, bathroom=48, kitchen=12\n\n## 设备事件日志\n[2026-07-16T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-07-16T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-16T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-16T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-16T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-16T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-16T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-16T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-16T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-16T06:15:07] master_bedroom_light | OnOff.OnOff = True\n[2026-07-16T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-16T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-16T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-16T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-16T06:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-16T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-16T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-16T06:49:36] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-16T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-16T06:50:06] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-16T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-16T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-16T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-16T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-16T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-16T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-16T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-16T07:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-16T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-16T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-16T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-16T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-16T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-16T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-16T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-16T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-16T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-16T07:47:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-16T07:47:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T07:47:28] front_door_lock | DoorLock.LockState = 1\n[2026-07-16T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-16T07:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-16T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-16T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T08:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-16T08:07:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T08:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-16T08:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-16T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-16T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-16T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-16T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-16T17:50:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-16T19:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-16T19:45:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T19:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-16T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-16T20:15:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-16T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-16T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-16T20:40:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T20:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-16T20:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-16T20:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-16T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-16T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-16T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T21:00:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-16T21:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-16T21:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-16T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-16T21:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-16T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-16T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-16T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-16T21:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-16T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-16T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-16T21:35:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T21:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-16T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-16T21:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T21:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-16T21:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-16T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-16T21:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-16T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-16T22:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-16T22:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-16T22:10:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-16T22:10:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T22:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-16T22:18:08] living_room_ac | OnOff.OnOff = False\n[2026-07-16T22:18:31] front_door_contact | BooleanState.StateValue = True\n[2026-07-16T22:18:33] master_bedroom_light | OnOff.OnOff = False\n[2026-07-16T22:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-16T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-16T22:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-16T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-16T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-16T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-16T22:38:17] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T22:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-16T22:40:09] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-16T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-16T22:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00266_pair", "episode_id": "DPO_DEV_TP_00266", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 119\n\n## 跨天活动摘要\n- 2026-07-09: living_room=112, entrance=232, bathroom=58, master_bedroom=48, second_bedroom=48, kitchen=9\n\n## 设备事件日志\n[2026-07-09T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-09T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-09T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-09T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463\n[2026-07-09T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-09T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-09T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-09T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-09T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-09T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-09T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-09T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-09T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-09T06:26:06] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-09T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-09T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-09T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-09T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-09T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-09T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-09T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-09T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-09T06:51:06] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-09T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-09T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-09T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-09T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-09T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-09T07:07:00] bathroom_light | OnOff.OnOff = False\n[2026-07-09T07:08:27] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-09T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-09T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-09T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-09T07:16:08] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:16:14] front_door_lock | DoorLock.LockState = 2\n[2026-07-09T07:16:24] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-09T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-09T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-09T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-09T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-09T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-09T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-09T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-09T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-09T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-09T07:36:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-09T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-09T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-09T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-09T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-09T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-09T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-09T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-09T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-09T08:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-09T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-09T08:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-09T08:06:17] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-09T08:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-09T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-09T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-07-09T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-07-09T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-09T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-09T18:20:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-09T18:49:00] kitchen_light | OnOff.OnOff = True\n[2026-07-09T20:00:17] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-09T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-09T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-09T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-09T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-09T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-09T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-09T20:50:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-09T20:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-09T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-09T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-09T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-09T21:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-09T21:09:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-09T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-09T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-09T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-09T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-09T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-09T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-09T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-09T21:29:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-09T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-09T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-09T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-09T21:38:27] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-09T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-09T21:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-09T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-09T21:40:05] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-09T21:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-09T22:10:00] living_room_light_1 | OnOff.OnOff = True\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00267_pair", "episode_id": "DPO_DEV_TP_00267", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 107\n\n## 跨天活动摘要\n- 2026-07-23: living_room=118, master_bedroom=232, kids_room=230, entrance=227, dining_room=219, master_bathroom=52\n\n## 设备事件日志\n[2026-07-23T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-23T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-23T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-23T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-23T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-23T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-23T06:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T06:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-23T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-23T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-23T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-23T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T06:32:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-23T06:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-23T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-23T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-23T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-23T06:51:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T06:51:05] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-23T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-23T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-23T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-23T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-23T07:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-23T07:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-23T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-23T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-23T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-23T07:22:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-23T07:22:18] dining_room_light | OnOff.OnOff = True\n[2026-07-23T07:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-23T07:27:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-23T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T07:32:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-23T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-23T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-23T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-23T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-23T07:45:16] kids_room_light | OnOff.OnOff = False\n[2026-07-23T07:45:22] front_door_contact | BooleanState.StateValue = False\n[2026-07-23T07:45:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-23T07:47:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-23T07:50:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-23T07:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-23T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-23T08:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-23T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-23T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-07-23T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-23T17:40:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-23T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-23T20:05:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-23T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-23T20:35:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-23T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-23T20:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T20:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-23T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-23T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-23T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-23T21:00:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T21:04:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T21:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-23T21:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-23T21:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-23T21:20:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T21:23:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-23T21:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-23T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T21:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-23T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-23T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-23T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-23T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-23T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-23T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-23T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-23T21:51:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-23T21:54:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-23T21:55:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T22:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-23T22:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T22:03:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-23T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-23T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-23T22:10:00] living_room_light_1 | OnOff.OnOff = True\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00268_pair", "episode_id": "DPO_DEV_TP_00268", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 147\n\n## 跨天活动摘要\n- 2026-07-25: living_room=50, entrance=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48\n\n## 设备事件日志\n[2026-07-25T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-07-25T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-25T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-25T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-25T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-25T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-25T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-25T06:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-25T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-25T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-25T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-25T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-25T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-25T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-25T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-25T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-25T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-25T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-25T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-25T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-25T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-25T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-25T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-25T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-25T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-25T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-25T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-25T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-25T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-25T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-25T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-25T07:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-25T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-25T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-25T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-25T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-25T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-25T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-25T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-25T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-25T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-25T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-25T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-25T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-25T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-25T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-25T07:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-25T07:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-25T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-25T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-25T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-25T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-25T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-25T07:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-25T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-25T07:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-25T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-25T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T08:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T08:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-25T08:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-25T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-25T08:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-25T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-25T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-25T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-25T08:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-25T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-25T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-25T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551\n[2026-07-25T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-07-25T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-25T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-25T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-25T19:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-25T20:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-25T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-25T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-25T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-25T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-25T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-25T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-25T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-25T20:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-25T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-25T20:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-25T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-25T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-25T21:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-25T21:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-25T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-25T21:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-25T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-25T21:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-25T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-25T21:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-25T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-25T21:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-25T21:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-25T21:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-25T21:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-25T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-25T21:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-25T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-25T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-25T21:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-25T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-25T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-25T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-25T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-25T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-25T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-25T22:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T22:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-25T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-25T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-25T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-25T22:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-25T22:10:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-25T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TP_00269_pair", "episode_id": "DPO_DEV_TP_00269", "scenario_id": "T-BA-04", "variant": "TP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: front_door_contact, kitchen_light, living_room_light_1\n- 已选事件数: 122\n\n## 跨天活动摘要\n- 2026-07-27: living_room=116, master_bedroom=233, entrance=233, kids_room=228, dining_room=219, master_bathroom=56\n\n## 设备事件日志\n[2026-07-27T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2433\n[2026-07-27T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-27T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-27T06:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-07-27T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T06:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-27T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-27T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-27T06:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-27T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-27T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T06:31:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-27T06:38:12] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-07-27T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-27T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-27T06:46:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-27T06:51:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T06:54:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-27T06:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-27T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-27T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-27T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-27T07:13:03] kitchen_light | OnOff.OnOff = False\n[2026-07-27T07:13:18] front_door_lock | DoorLock.LockState = 2\n[2026-07-27T07:13:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-27T07:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-27T07:16:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T07:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T07:20:00] front_door_contact | BooleanState.StateValue = False\n[2026-07-27T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-27T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-27T07:33:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-27T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-27T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-27T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-27T07:53:21] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T07:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-27T07:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-27T08:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-27T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-27T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-27T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-27T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-27T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-27T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-27T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556\n[2026-07-27T17:51:20] living_room_light_1 | OnOff.OnOff = True\n[2026-07-27T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-27T19:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-27T20:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-27T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-27T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-27T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-27T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-27T20:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T20:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-27T20:45:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-27T20:50:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T20:51:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T20:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-27T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-27T21:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-27T21:05:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-27T21:10:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:11:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-27T21:16:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-27T21:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-27T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-27T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-27T21:35:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-27T21:40:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-27T21:40:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:41:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-27T21:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-27T21:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-27T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-27T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-27T22:05:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-27T22:10:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-27T22:10:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:11:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:12:16] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-27T22:12:27] master_bedroom_light | OnOff.OnOff = False\n[2026-07-27T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-27T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-27T22:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-27T22:27:09] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-27T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-27T22:35:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-27T22:40:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-27T22:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-27T22:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-27T22:57:09] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-27T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-27T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00270_pair", "episode_id": "DPO_DEV_FP_00270", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 121\n\n## 跨天活动摘要\n- 2026-07-31: living_room=112, entrance=230, bathroom=52, master_bedroom=48, second_bedroom=48, kitchen=10\n\n## 设备事件日志\n[2026-07-31T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449\n[2026-07-31T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-07-31T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-31T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-31T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-31T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-31T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-31T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-31T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-31T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-31T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-31T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-31T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-31T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-31T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-31T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-31T06:42:10] bathroom_light | OnOff.OnOff = True\n[2026-07-31T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-31T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-31T06:45:09] kitchen_light | OnOff.OnOff = True\n[2026-07-31T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-31T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-31T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-31T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-31T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-31T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-31T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-31T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-31T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-31T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-31T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-31T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-31T07:16:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-31T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-31T07:24:15] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:24:20] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T07:24:30] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-31T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-31T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-31T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-31T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-31T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-31T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-31T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-31T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-31T07:44:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-31T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-31T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-31T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-31T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-31T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-31T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-31T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-31T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-31T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-31T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-31T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354\n[2026-07-31T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-31T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-07-31T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-31T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-31T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-31T17:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-31T17:46:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T17:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-31T17:54:23] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-31T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-31T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-31T18:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-31T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-31T18:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-31T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-31T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-31T18:14:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-31T18:14:06] entrance_light | OnOff.OnOff = True\n[2026-07-31T18:14:21] living_room_light_1 | OnOff.OnOff = True\n[2026-07-31T18:14:30] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-31T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-31T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-31T18:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-31T18:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-31T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-31T18:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-07-31T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-31T18:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-31T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-31T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-31T18:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-07-31T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-07-31T18:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-31T18:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-31T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-07-31T18:46:10] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T18:49:14] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-31T18:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-31T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-31T18:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-31T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-31T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-31T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-31T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-31T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-31T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2414\n[2026-07-31T19:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00271_pair", "episode_id": "DPO_DEV_FP_00271", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 130\n\n## 跨天活动摘要\n- 2026-07-03: living_room=114, master_bedroom=229, entrance=226, second_bedroom=48, bathroom=48, kitchen=13\n\n## 设备事件日志\n[2026-07-03T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-03T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436\n[2026-07-03T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-03T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-03T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-03T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-07-03T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466\n[2026-07-03T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-07-03T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-03T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-03T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-07-03T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-07-03T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-03T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-03T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-03T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-03T06:20:04] master_bedroom_light | OnOff.OnOff = True\n[2026-07-03T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-03T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-03T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-03T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-03T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-03T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-03T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-03T06:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-03T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-03T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-03T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-07-03T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-03T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-03T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-03T07:04:33] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-03T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-03T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-03T07:05:03] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-03T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-03T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-03T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-03T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-03T07:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-03T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-03T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-03T07:26:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-03T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-03T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-07-03T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-03T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-03T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-03T07:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-03T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-03T07:46:10] kitchen_light | OnOff.OnOff = False\n[2026-07-03T07:46:30] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-03T07:46:32] front_door_contact | BooleanState.StateValue = False\n[2026-07-03T07:46:38] front_door_contact | BooleanState.StateValue = True\n[2026-07-03T07:46:39] front_door_lock | DoorLock.LockState = 1\n[2026-07-03T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-07-03T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-03T07:51:33] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T07:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-03T07:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-03T08:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-07-03T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-03T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-03T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-03T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546\n[2026-07-03T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-03T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-03T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541\n[2026-07-03T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-03T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378\n[2026-07-03T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-07-03T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-03T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-07-03T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-03T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-07-03T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-03T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T17:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-07-03T17:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-03T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-03T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-03T17:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-03T17:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-03T17:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T17:55:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-07-03T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-03T17:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-03T17:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T17:55:10] living_room_light_1 | OnOff.OnOff = True\n[2026-07-03T17:55:12] living_room_ac | Thermostat.SystemMode = 3\n[2026-07-03T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-07-03T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-07-03T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-03T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-03T18:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-03T18:05:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-03T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-03T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-03T18:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-03T18:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-03T18:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-03T18:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-03T18:25:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-03T18:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-03T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-03T18:35:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00272_pair", "episode_id": "DPO_DEV_FP_00272", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 130\n\n## 跨天活动摘要\n- 2026-07-19: living_room=194, bathroom=56, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=16\n\n## 设备事件日志\n[2026-07-19T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444\n[2026-07-19T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-19T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-19T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-19T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-19T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-19T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-19T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-07-19T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-19T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-19T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-19T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-19T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-19T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-19T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-19T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-19T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-19T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-19T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-19T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-19T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-07-19T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-19T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-19T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-19T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-19T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-19T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-19T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-19T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-19T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-19T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-19T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-19T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-19T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-19T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-19T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-19T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-19T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-19T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-19T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-19T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-19T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-19T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-19T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-19T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-19T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-19T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-19T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-07-19T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-19T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-07-19T10:06:05] living_room_light_1 | OnOff.OnOff = True\n[2026-07-19T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376\n[2026-07-19T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-07-19T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-07-19T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366\n[2026-07-19T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-19T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-07-19T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351\n[2026-07-19T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-07-19T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-19T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-07-19T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-19T17:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-19T17:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T17:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-07-19T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-19T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-19T17:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-19T17:53:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-19T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-19T17:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-19T17:55:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-19T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-19T18:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-19T18:06:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-19T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-19T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-19T18:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-19T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-19T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-19T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-19T18:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-19T18:25:49] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-19T18:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-19T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-19T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-19T18:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-19T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-07-19T18:36:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-19T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-19T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-19T18:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-19T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-19T18:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-19T18:50:10] kitchen_dishwasher | OnOff.OnOff = True\n[2026-07-19T18:50:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-19T18:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-19T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-19T18:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-19T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-19T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-19T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-19T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-19T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-19T19:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-19T19:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-19T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-19T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-19T19:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-07-19T19:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-19T19:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00273_pair", "episode_id": "DPO_DEV_FP_00273", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 116\n\n## 跨天活动摘要\n- 2026-07-15: living_room=114, master_bedroom=233, kids_room=229, entrance=227, dining_room=219, master_bathroom=51\n\n## 设备事件日志\n[2026-07-15T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-07-15T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-07-15T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-15T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-15T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-07-15T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-15T06:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T06:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-15T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-15T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-07-15T06:30:00] second_bathroom_light | OnOff.OnOff = True\n[2026-07-15T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-15T06:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-07-15T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-15T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-15T06:53:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T06:55:00] master_bathroom_light | OnOff.OnOff = False\n[2026-07-15T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-15T06:55:07] kitchen_light | OnOff.OnOff = True\n[2026-07-15T06:56:07] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-07-15T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-15T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-15T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-15T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-15T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-15T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-15T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-15T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-15T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-15T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-15T07:22:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-15T07:25:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-15T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-15T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-15T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-15T07:42:03] kitchen_light | OnOff.OnOff = False\n[2026-07-15T07:42:16] kids_room_light | OnOff.OnOff = False\n[2026-07-15T07:42:21] front_door_contact | BooleanState.StateValue = False\n[2026-07-15T07:42:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-15T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-15T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-15T07:47:22] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T07:50:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544\n[2026-07-15T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-07-15T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-15T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-15T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-07-15T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-07-15T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-15T17:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-07-15T17:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-15T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-15T17:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-15T17:52:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:54:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T17:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-15T17:56:00] front_door_lock | DoorLock.LockState = 2\n[2026-07-15T17:56:21] living_room_ac | OnOff.OnOff = True\n[2026-07-15T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-07-15T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-15T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-15T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-15T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-15T18:12:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-07-15T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-15T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-15T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-15T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-15T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-07-15T18:26:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:29:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-15T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-15T18:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-15T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-07-15T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-15T18:41:00] kitchen_light | OnOff.OnOff = True\n[2026-07-15T18:41:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-07-15T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-15T18:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-07-15T18:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:53:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-07-15T18:53:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-15T18:54:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T18:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-15T18:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-15T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T19:03:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-15T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-15T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-15T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-15T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-15T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-15T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-15T19:23:02] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00274_pair", "episode_id": "DPO_DEV_FP_00274", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 122\n\n## 跨天活动摘要\n- 2026-08-07: living_room=112, master_bedroom=232, entrance=231, kids_room=230, dining_room=221, master_bathroom=56\n\n## 设备事件日志\n[2026-08-07T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435\n[2026-08-07T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450\n[2026-08-07T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-07T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-07T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465\n[2026-08-07T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-07T06:08:10] master_bedroom_light | OnOff.OnOff = True\n[2026-08-07T06:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-07T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-07T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-07T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-07T06:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T06:24:14] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-07T06:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-07T06:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-07T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-07T06:36:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-07T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-07T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-07T06:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-07T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-07T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-07T06:56:10] kitchen_light | OnOff.OnOff = True\n[2026-08-07T06:57:10] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-07T07:00:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-07T07:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-07T07:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-08-07T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-07T07:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:09:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-07T07:14:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-07T07:19:04] kitchen_light | OnOff.OnOff = False\n[2026-08-07T07:19:19] kids_room_light | OnOff.OnOff = False\n[2026-08-07T07:19:29] front_door_contact | BooleanState.StateValue = False\n[2026-08-07T07:19:36] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-07T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-07T07:24:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-07T07:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-07T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T07:34:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-07T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-07T07:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-07T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-07T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-07T07:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:54:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T07:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535\n[2026-08-07T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-07T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-08-07T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542\n[2026-08-07T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-07T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-07T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381\n[2026-08-07T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373\n[2026-08-07T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374\n[2026-08-07T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-07T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-07T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342\n[2026-08-07T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T17:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-07T17:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-07T17:40:02] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:44:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T17:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-07T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338\n[2026-08-07T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-07T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-07T17:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-07T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-07T18:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-07T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-07T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-07T18:10:02] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-07T18:14:12] living_room_light_1 | OnOff.OnOff = True\n[2026-08-07T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-07T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-07T18:19:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-07T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-07T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-07T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-07T18:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:29:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-07T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-07T18:30:02] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-07T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-08-07T18:38:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-07T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-07T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-07T18:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-07T18:50:02] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T18:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-07T18:59:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-07T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-07T19:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-07T19:04:09] dining_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00275_pair", "episode_id": "DPO_DEV_FP_00275", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 123\n\n## 跨天活动摘要\n- 2026-08-14: living_room=111, entrance=228, bathroom=55, master_bedroom=48, second_bedroom=48, kitchen=10\n\n## 设备事件日志\n[2026-08-14T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448\n[2026-08-14T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464\n[2026-08-14T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-14T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-14T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-14T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-14T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482\n[2026-08-14T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-14T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-14T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-14T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-14T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-14T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-14T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-14T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-14T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-14T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-14T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-14T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-14T06:49:05] bathroom_light | OnOff.OnOff = True\n[2026-08-14T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-14T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-14T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-14T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-14T06:59:05] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-14T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-14T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-08-14T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-14T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-14T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-14T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-14T07:10:15] kitchen_light | OnOff.OnOff = True\n[2026-08-14T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-14T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-14T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-14T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-14T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-14T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-14T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-14T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-14T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T07:40:00] kitchen_light | OnOff.OnOff = False\n[2026-08-14T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-14T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T07:40:22] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T07:40:24] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T07:40:31] front_door_contact | BooleanState.StateValue = True\n[2026-08-14T07:40:32] front_door_lock | DoorLock.LockState = 1\n[2026-08-14T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-14T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-14T07:45:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-14T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-14T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-14T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-08-14T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-14T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-14T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-14T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356\n[2026-08-14T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-14T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-14T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-14T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-14T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347\n[2026-08-14T17:40:52] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T17:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-14T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-14T17:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-08-14T17:50:25] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2335\n[2026-08-14T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-14T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-14T18:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-08-14T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-14T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2326\n[2026-08-14T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-14T18:10:52] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-14T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2583\n[2026-08-14T18:16:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-14T18:16:02] front_door_contact | BooleanState.StateValue = False\n[2026-08-14T18:16:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:16:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:16:39] living_room_ac | OnOff.OnOff = True\n[2026-08-14T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-14T18:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-14T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-14T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-14T18:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-14T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-14T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-14T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-08-14T18:36:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-14T18:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-14T18:40:52] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T18:41:20] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-14T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2670\n[2026-08-14T18:47:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-14T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-14T18:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-14T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-08-14T18:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-14T18:56:10] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-14T19:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-08-14T19:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T19:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00276_pair", "episode_id": "DPO_DEV_FP_00276", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 119\n\n## 跨天活动摘要\n- 2026-08-27: living_room=111, kids_room=229, entrance=228, master_bedroom=227, dining_room=217, master_bathroom=56\n\n## 设备事件日志\n[2026-08-27T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2430\n[2026-08-27T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-27T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-08-27T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454\n[2026-08-27T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-27T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-27T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468\n[2026-08-27T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-27T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487\n[2026-08-27T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-27T06:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-08-27T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-27T06:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-27T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T06:30:09] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0\n[2026-08-27T06:34:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-27T06:40:00] second_bathroom_light | OnOff.OnOff = True\n[2026-08-27T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-27T06:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-27T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-27T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-27T06:54:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-27T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-27T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-08-27T07:01:08] kitchen_light | OnOff.OnOff = True\n[2026-08-27T07:02:08] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-27T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-27T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-27T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-27T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-27T07:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T07:27:15] dining_room_light | OnOff.OnOff = True\n[2026-08-27T07:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-27T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:31:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T07:33:21] kids_room_light | OnOff.OnOff = False\n[2026-08-27T07:33:29] front_door_contact | BooleanState.StateValue = False\n[2026-08-27T07:33:33] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-27T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-27T07:38:30] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-08-27T07:42:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-27T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-27T07:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-27T07:50:00] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-27T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-27T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-27T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-27T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536\n[2026-08-27T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-27T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364\n[2026-08-27T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368\n[2026-08-27T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-27T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2352\n[2026-08-27T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-27T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T17:32:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:33:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-27T17:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-27T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-27T17:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T17:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-08-27T17:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-27T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-27T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-27T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-27T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:02:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:03:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-27T18:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-27T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-27T18:13:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-27T18:16:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)\n[2026-08-27T18:16:24] living_room_ac | OnOff.OnOff = True\n[2026-08-27T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-27T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-27T18:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-27T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-27T18:31:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-27T18:33:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-27T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-08-27T18:36:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-27T18:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-27T18:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-27T18:50:30] kitchen_cook_surface | OnOff.OnOff = True\n[2026-08-27T18:53:05] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T18:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-27T18:56:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T19:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293\n[2026-08-27T19:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T19:02:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-27T19:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-27T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-27T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-27T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
|
||
{"pair_id": "DPO_DEV_FP_00277_pair", "episode_id": "DPO_DEV_FP_00277", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 126\n\n## 跨天活动摘要\n- 2026-08-23: living_room=49, master_bedroom=48, second_bedroom=48, bathroom=48, entrance=48, kitchen=2\n\n## 设备事件日志\n[2026-08-23T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445\n[2026-08-23T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462\n[2026-08-23T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461\n[2026-08-23T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467\n[2026-08-23T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-08-23T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460\n[2026-08-23T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-23T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-08-23T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475\n[2026-08-23T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-23T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-23T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-23T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-23T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-08-23T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-23T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477\n[2026-08-23T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-08-23T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-23T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-08-23T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-23T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-23T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-23T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-23T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-08-23T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-23T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-23T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-23T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-23T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-08-23T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-23T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-08-23T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-23T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-08-23T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-23T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-08-23T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-23T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-23T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-08-23T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-23T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-23T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-23T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-23T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-23T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-08-23T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-08-23T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-23T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-23T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-23T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-23T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-08-23T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-23T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-23T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-23T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-23T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-08-23T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-23T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-23T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-08-23T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-23T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-23T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-23T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-08-23T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-23T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-23T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-23T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-08-23T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-23T07:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-23T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-08-23T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-23T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-23T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-23T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-23T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-23T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-23T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-23T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-08-23T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-23T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-23T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-08-23T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-23T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-23T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538\n[2026-08-23T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-23T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-08-23T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-23T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-23T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-08-23T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-23T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-08-23T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-23T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365\n[2026-08-23T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2363\n[2026-08-23T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370\n[2026-08-23T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2359\n[2026-08-23T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-23T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361\n[2026-08-23T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348\n[2026-08-23T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349\n[2026-08-23T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-23T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-23T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-08-23T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345\n[2026-08-23T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-08-23T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-23T18:35:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00278_pair", "episode_id": "DPO_DEV_FP_00278", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 127\n\n## 跨天活动摘要\n- 2026-07-05: living_room=49, master_bedroom=48, second_bedroom=48, bathroom=48, entrance=48, kitchen=2\n\n## 设备事件日志\n[2026-07-05T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457\n[2026-07-05T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453\n[2026-07-05T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-07-05T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2452\n[2026-07-05T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-07-05T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458\n[2026-07-05T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459\n[2026-07-05T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-05T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-07-05T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-05T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-07-05T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-07-05T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-05T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470\n[2026-07-05T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-05T06:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-05T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-05T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-07-05T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491\n[2026-07-05T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-07-05T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476\n[2026-07-05T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-05T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478\n[2026-07-05T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495\n[2026-07-05T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486\n[2026-07-05T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481\n[2026-07-05T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-05T06:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-05T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-05T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-07-05T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494\n[2026-07-05T06:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-07-05T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484\n[2026-07-05T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499\n[2026-07-05T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496\n[2026-07-05T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-05T06:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-07-05T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-05T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-05T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-05T06:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-07-05T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-07-05T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-05T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-07-05T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-07-05T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-05T07:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-07-05T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-05T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-07-05T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-07-05T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-07-05T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-05T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-05T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-07-05T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509\n[2026-07-05T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-05T07:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-07-05T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-07-05T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510\n[2026-07-05T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-05T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514\n[2026-07-05T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-07-05T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-05T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506\n[2026-07-05T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-05T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-05T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-07-05T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524\n[2026-07-05T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518\n[2026-07-05T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-05T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-07-05T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-05T07:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511\n[2026-07-05T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-07-05T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-05T07:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-07-05T07:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531\n[2026-07-05T07:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2527\n[2026-07-05T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515\n[2026-07-05T07:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-07-05T07:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-07-05T07:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-05T07:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-05T07:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529\n[2026-07-05T07:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-07-05T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534\n[2026-07-05T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-07-05T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537\n[2026-07-05T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-07-05T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2533\n[2026-07-05T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545\n[2026-07-05T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-07-05T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547\n[2026-07-05T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372\n[2026-07-05T16:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371\n[2026-07-05T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358\n[2026-07-05T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369\n[2026-07-05T17:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-07-05T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357\n[2026-07-05T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-07-05T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344\n[2026-07-05T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-05T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-07-05T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340\n[2026-07-05T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328\n[2026-07-05T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-07-05T18:35:00] kitchen_light | OnOff.OnOff = True\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_FP_00279_pair", "episode_id": "DPO_DEV_FP_00279", "scenario_id": "T-BA-04", "variant": "FP", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 重点房间: living_room\n- 重点设备: kitchen_light, living_room_light_1\n- 已选事件数: 140\n\n## 跨天活动摘要\n- 2026-08-22: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48\n\n## 设备事件日志\n[2026-08-22T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439\n[2026-08-22T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447\n[2026-08-22T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446\n[2026-08-22T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455\n[2026-08-22T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469\n[2026-08-22T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-22T06:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-22T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480\n[2026-08-22T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471\n[2026-08-22T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473\n[2026-08-22T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472\n[2026-08-22T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474\n[2026-08-22T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479\n[2026-08-22T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489\n[2026-08-22T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483\n[2026-08-22T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-22T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488\n[2026-08-22T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492\n[2026-08-22T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485\n[2026-08-22T06:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-22T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498\n[2026-08-22T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502\n[2026-08-22T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490\n[2026-08-22T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501\n[2026-08-22T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503\n[2026-08-22T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497\n[2026-08-22T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493\n[2026-08-22T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500\n[2026-08-22T06:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-22T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504\n[2026-08-22T07:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-22T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:00:00] kitchen_light | OnOff.OnOff = True\n[2026-08-22T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-22T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505\n[2026-08-22T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516\n[2026-08-22T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-22T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-22T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508\n[2026-08-22T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507\n[2026-08-22T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-22T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526\n[2026-08-22T07:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513\n[2026-08-22T07:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512\n[2026-08-22T07:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521\n[2026-08-22T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525\n[2026-08-22T07:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530\n[2026-08-22T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520\n[2026-08-22T07:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519\n[2026-08-22T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528\n[2026-08-22T07:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517\n[2026-08-22T07:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522\n[2026-08-22T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532\n[2026-08-22T08:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523\n[2026-08-22T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540\n[2026-08-22T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539\n[2026-08-22T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548\n[2026-08-22T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543\n[2026-08-22T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549\n[2026-08-22T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377\n[2026-08-22T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375\n[2026-08-22T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362\n[2026-08-22T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2355\n[2026-08-22T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339\n[2026-08-22T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350\n[2026-08-22T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353\n[2026-08-22T17:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T17:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-08-22T17:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346\n[2026-08-22T17:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334\n[2026-08-22T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-22T17:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-22T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341\n[2026-08-22T17:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-08-22T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337\n[2026-08-22T17:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-22T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-22T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T18:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T18:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-22T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-22T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-08-22T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315\n[2026-08-22T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-22T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-22T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-22T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-22T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-08-22T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-08-22T18:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-22T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-22T18:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T18:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T18:30:00] living_room_light_1 | OnOff.OnOff = True\n[2026-08-22T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-22T18:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-22T18:35:00] kitchen_light | OnOff.OnOff = True\n[2026-08-22T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-22T18:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-22T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-22T18:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-22T18:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-22T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-22T18:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-22T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-08-22T19:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-22T19:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T19:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T19:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T19:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-22T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-08-22T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-08-22T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-08-22T19:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-08-22T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 3}}
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{"pair_id": "DPO_DEV_TN_00280_pair", "episode_id": "DPO_DEV_TN_00280", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 已选事件数: 125\n\n## 设备事件日志\n[2026-08-09T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-08-09T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336\n[2026-08-09T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-08-09T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T18:03:00] kitchen_light | OnOff.OnOff = True\n[2026-08-09T18:04:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-09T18:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322\n[2026-08-09T18:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2329\n[2026-08-09T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-09T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-08-09T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-08-09T18:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-09T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-08-09T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-09T18:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T18:31:13] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-08-09T18:33:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-08-09T18:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-08-09T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2310\n[2026-08-09T18:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-08-09T18:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-08-09T18:53:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T18:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-09T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-08-09T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-08-09T19:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-09T19:07:21] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T19:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-09T19:13:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T19:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-08-09T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-09T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-09T19:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-08-09T19:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-09T19:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T19:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-09T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-09T19:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-09T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-09T19:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-08-09T19:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T19:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-09T19:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-09T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-09T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-09T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T20:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-09T20:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T20:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-08-09T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-09T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-09T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-09T20:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-09T20:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-09T20:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-09T20:37:21] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T20:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T20:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-09T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-09T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-09T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-09T21:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-09T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-09T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-09T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-09T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-09T21:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T21:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-09T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-09T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-09T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-09T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T21:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-09T21:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T21:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-09T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-09T21:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-09T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-09T21:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-09T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-09T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-09T22:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-09T22:07:21] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-09T22:13:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T22:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-09T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-09T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-09T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-09T22:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-09T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-09T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-09T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-09T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-09T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-09T22:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T22:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-09T22:53:19] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-09T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-09T23:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-09T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-09T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-09T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-09T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-09T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-09T23:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T23:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-09T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-09T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-09T23:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-09T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-09T23:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-09T23:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-09T23:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-09T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-09T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-09T23:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "young_professional", "query_family": "sq1", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00281_pair", "episode_id": "DPO_DEV_TN_00281", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 已选事件数: 79\n\n## 跨天活动摘要\n- 2026-08-11: kids_room=232, master_bedroom=229, entrance=227, dining_room=219, living_room=116, master_bathroom=52\n\n## 设备事件日志\n[2026-08-11T22:15:00] living_room_light_1 | OnOff.OnOff = False\n[2026-08-11T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-11T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-11T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-11T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-11T22:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:15:04] living_room_ac | OnOff.OnOff = False\n[2026-08-11T22:15:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:15:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:15:10] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:15:12] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-11T22:15:20] front_door_contact | BooleanState.StateValue = True\n[2026-08-11T22:15:21] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-11T22:15:21] front_door_lock | DoorLock.LockState = 1\n[2026-08-11T22:15:24] master_bedroom_light | OnOff.OnOff = False\n[2026-08-11T22:18:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-11T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-11T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-11T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-11T22:23:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-11T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-11T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-11T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-11T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-11T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-11T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-11T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-11T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-11T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-11T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:35:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:35:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:35:10] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:38:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-11T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-11T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-11T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-11T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-11T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-11T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-11T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-11T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-11T22:53:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-11T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-11T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-11T22:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:55:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:55:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:55:10] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T22:58:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-11T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-11T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-11T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-11T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-11T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-11T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-11T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-11T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-11T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-11T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-11T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-11T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-11T23:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T23:15:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T23:15:06] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T23:15:10] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T23:18:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-11T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-11T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-11T23:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-11T23:23:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-11T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00282_pair", "episode_id": "DPO_DEV_TN_00282", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 已选事件数: 18\n\n## 跨天活动摘要\n- 2026-07-18: bedroom=240, kitchen=238, entrance=231, living_room=210, bathroom=62\n\n## 设备事件日志\n[2026-07-18T22:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:29:05] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:46:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:49:05] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T22:50:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T23:06:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T23:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T23:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T23:09:05] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T23:20:37] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-18T23:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T23:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T23:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-18T23:29:05] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00283_pair", "episode_id": "DPO_DEV_TN_00283", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 已选事件数: 16\n\n## 跨天活动摘要\n- 2026-08-24: bedroom=240, kitchen=238, entrance=230, living_room=209, bathroom=90\n\n## 设备事件日志\n[2026-08-24T22:25:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:25:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:26:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:27:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:45:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:45:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:46:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:47:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T22:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T23:05:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T23:05:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T23:06:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T23:07:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T23:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-24T23:25:04] bathroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq5", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00284_pair", "episode_id": "DPO_DEV_TN_00284", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 已选事件数: 26\n\n## 跨天活动摘要\n- 2026-08-19: master_bedroom=229, kids_room=229, entrance=229, dining_room=224, living_room=113, master_bathroom=55\n\n## 设备事件日志\n[2026-08-19T22:25:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:26:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:27:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:35:18] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:45:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:46:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:47:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:49:00] living_room_light_1 | OnOff.OnOff = False\n[2026-08-19T22:49:10] living_room_ac | OnOff.OnOff = False\n[2026-08-19T22:49:21] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-19T22:49:23] front_door_contact | BooleanState.StateValue = True\n[2026-08-19T22:49:24] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-19T22:49:24] front_door_lock | DoorLock.LockState = 1\n[2026-08-19T22:49:28] master_bedroom_light | OnOff.OnOff = False\n[2026-08-19T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T23:05:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:05:18] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T23:06:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:07:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:09:15] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00285_pair", "episode_id": "DPO_DEV_TN_00285", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 已选事件数: 116\n\n## 设备事件日志\n[2026-08-20T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-08-20T17:56:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320\n[2026-08-20T18:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:04:00] front_door_lock | DoorLock.LockState = 2\n[2026-08-20T18:04:20] living_room_ac | OnOff.OnOff = True\n[2026-08-20T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-08-20T18:09:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:14:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None\n[2026-08-20T18:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-08-20T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-08-20T18:26:06] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:29:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-20T18:41:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309\n[2026-08-20T18:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-08-20T18:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T18:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-08-20T18:59:00] kitchen_cook_surface | OnOff.OnOff = False\n[2026-08-20T18:59:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-08-20T19:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-20T19:04:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-08-20T19:09:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:11:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-08-20T19:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-08-20T19:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279\n[2026-08-20T19:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-08-20T19:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-20T19:39:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284\n[2026-08-20T19:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:46:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T19:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-20T19:51:05] kitchen_dishwasher | OperationalState.OperationalState = 1\n[2026-08-20T19:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-20T19:59:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-08-20T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-20T20:09:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:11:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-20T20:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-20T20:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-20T20:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-20T20:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-20T20:39:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-20T20:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-20T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-20T20:54:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T20:56:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T21:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-20T21:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-20T21:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-20T21:24:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-20T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-20T21:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-20T21:39:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:41:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-20T21:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-20T21:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-20T22:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-20T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-20T22:09:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-20T22:12:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:12:41] master_bedroom_light | OnOff.OnOff = False\n[2026-08-20T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-20T22:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-20T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-20T22:29:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-20T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-20T22:39:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:41:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-20T22:47:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-20T22:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-20T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-20T23:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-20T23:09:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-20T23:14:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T23:16:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-20T23:22:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-20T23:28:38] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-20T23:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-08-20T23:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-20T23:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T23:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-20T23:44:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-08-20T23:49:07] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-20T23:51:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00286_pair", "episode_id": "DPO_DEV_TN_00286", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 已选事件数: 14\n\n## 设备事件日志\n[2026-07-01T22:45:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T22:46:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T22:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T22:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T22:50:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T23:05:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T23:06:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T23:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T23:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T23:20:44] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-01T23:25:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T23:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T23:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-01T23:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq2", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00287_pair", "episode_id": "DPO_DEV_TN_00287", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 已选事件数: 82\n\n## 跨天活动摘要\n- 2026-08-19: kids_room=233, entrance=231, master_bedroom=230, dining_room=218, living_room=112, master_bathroom=57\n\n## 设备事件日志\n[2026-08-19T22:15:00] living_room_light_1 | OnOff.OnOff = False\n[2026-08-19T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-19T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-19T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-19T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-19T22:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:15:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:15:09] living_room_ac | OnOff.OnOff = False\n[2026-08-19T22:15:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:15:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:15:22] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-19T22:15:31] front_door_contact | BooleanState.StateValue = True\n[2026-08-19T22:15:32] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-19T22:15:32] front_door_lock | DoorLock.LockState = 1\n[2026-08-19T22:15:40] master_bedroom_light | OnOff.OnOff = False\n[2026-08-19T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-19T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-19T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-19T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-19T22:20:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-19T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-08-19T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-19T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-19T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-19T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:35:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:35:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:35:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:35:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-19T22:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-19T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-19T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-19T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-19T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-19T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-19T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T22:50:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-19T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-19T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-19T22:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:55:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:55:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:55:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T22:55:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-19T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-19T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-19T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-19T23:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-19T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-19T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-19T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-19T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-19T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-19T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-19T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-19T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-19T23:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:15:04] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:15:10] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:15:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-19T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-19T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-19T23:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-19T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-08-19T23:20:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-19T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-19T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n\n## 任务\n以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00288_pair", "episode_id": "DPO_DEV_TN_00288", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 已选事件数: 71\n\n## 跨天活动摘要\n- 2026-08-06: bedroom=240, kitchen=238, entrance=231, living_room=208, bathroom=65\n\n## 设备事件日志\n[2026-08-06T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-06T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-08-06T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-06T22:16:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:16:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-06T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144\n[2026-08-06T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-06T22:22:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-06T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146\n[2026-08-06T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-06T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-06T22:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156\n[2026-08-06T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2153\n[2026-08-06T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-06T22:36:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:36:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-06T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161\n[2026-08-06T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-06T22:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162\n[2026-08-06T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-06T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-06T22:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152\n[2026-08-06T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-06T22:52:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-06T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151\n[2026-08-06T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-06T22:56:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:56:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T22:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-06T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164\n[2026-08-06T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-06T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-06T23:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-08-06T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-06T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-06T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161\n[2026-08-06T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-06T23:16:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:16:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-06T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2166\n[2026-08-06T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-06T23:22:47] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-06T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-06T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2170\n[2026-08-06T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-06T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-06T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-08-06T23:36:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:36:03] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-06T23:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2169\n[2026-08-06T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-06T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-06T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-06T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-08-06T23:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2166\n[2026-08-06T23:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq3", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00289_pair", "episode_id": "DPO_DEV_TN_00289", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 已选事件数: 8\n\n## 设备事件日志\n[2026-07-28T22:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T22:59:15] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T23:06:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T23:13:17] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T23:26:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-28T23:29:15] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T23:43:17] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-28T23:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00290_pair", "episode_id": "DPO_DEV_TN_00290", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 已选事件数: 83\n\n## 跨天活动摘要\n- 2026-07-13: master_bedroom=230, kids_room=229, entrance=227, dining_room=220, living_room=113, master_bathroom=54\n\n## 设备事件日志\n[2026-07-13T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-13T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-13T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-13T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-13T21:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:58:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-07-13T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-13T22:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-13T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-13T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-13T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-13T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-13T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-13T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-13T22:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-13T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-13T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-13T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-13T22:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:17:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:18:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:19:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-13T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-13T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-13T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-13T22:23:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-13T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-13T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-13T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-13T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-13T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-13T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-13T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-13T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-13T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-13T22:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:37:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:38:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:39:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-13T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-13T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-13T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-13T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-13T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-13T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-13T22:46:00] living_room_light_1 | OnOff.OnOff = False\n[2026-07-13T22:46:10] living_room_ac | OnOff.OnOff = False\n[2026-07-13T22:46:22] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-13T22:46:32] front_door_contact | BooleanState.StateValue = True\n[2026-07-13T22:46:33] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-13T22:46:33] front_door_lock | DoorLock.LockState = 1\n[2026-07-13T22:46:37] master_bedroom_light | OnOff.OnOff = False\n[2026-07-13T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-13T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-13T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-13T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T22:53:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-13T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-13T22:56:20] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:58:07] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-13T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-13T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-13T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-13T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-13T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 1}}
|
||
{"pair_id": "DPO_DEV_TN_00291_pair", "episode_id": "DPO_DEV_TN_00291", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 已选事件数: 80\n\n## 跨天活动摘要\n- 2026-08-13: master_bedroom=230, entrance=229, kids_room=226, master_bathroom=225, dining_room=221, living_room=111\n\n## 设备事件日志\n[2026-08-13T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-13T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-08-13T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-13T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-13T21:55:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T21:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T21:57:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T21:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T21:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T21:59:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-13T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-08-13T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-13T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-13T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-13T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-13T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-13T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-13T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-13T22:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-13T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-13T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-13T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-13T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-13T22:15:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:17:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:19:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:19:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-13T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-13T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-13T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-13T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-08-13T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-13T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-13T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-13T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-13T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-13T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-13T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-13T22:35:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:37:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:39:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:39:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-13T22:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-13T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-13T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-13T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-13T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-13T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-13T22:49:00] living_room_light_1 | OnOff.OnOff = False\n[2026-08-13T22:49:04] living_room_ac | OnOff.OnOff = False\n[2026-08-13T22:49:11] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-13T22:49:19] front_door_contact | BooleanState.StateValue = True\n[2026-08-13T22:49:20] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-13T22:49:20] front_door_lock | DoorLock.LockState = 1\n[2026-08-13T22:49:28] master_bedroom_light | OnOff.OnOff = False\n[2026-08-13T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-13T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-13T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-13T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-13T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-13T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-13T22:55:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:57:07] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:59:08] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T22:59:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-13T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-13T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-13T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-13T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-13T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq4", "difficulty_level": 1}}
|
||
{"pair_id": "DPO_DEV_TN_00292_pair", "episode_id": "DPO_DEV_TN_00292", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 已选事件数: 129\n\n## 设备事件日志\n[2026-07-12T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-12T17:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-12T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316\n[2026-07-12T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T18:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T18:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-12T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330\n[2026-07-12T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-12T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-12T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-12T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323\n[2026-07-12T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-12T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-12T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-12T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-12T18:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-12T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305\n[2026-07-12T18:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T18:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-12T18:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-12T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304\n[2026-07-12T18:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-12T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298\n[2026-07-12T18:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-12T18:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-12T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-12T18:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301\n[2026-07-12T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-12T19:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-12T19:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T19:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T19:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T19:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-12T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299\n[2026-07-12T19:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-12T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300\n[2026-07-12T19:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-12T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286\n[2026-07-12T19:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289\n[2026-07-12T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-12T19:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-12T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-12T19:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-12T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-12T19:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T19:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T19:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T19:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-12T19:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-12T19:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-12T19:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-12T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-12T19:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-12T19:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281\n[2026-07-12T19:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-12T19:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-12T19:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-12T20:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278\n[2026-07-12T20:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-12T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-12T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-12T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-12T20:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-12T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-12T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-12T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-12T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-12T20:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-12T20:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-12T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-12T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-12T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-12T20:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-12T20:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T20:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-12T21:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-12T21:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-12T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-12T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-12T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-12T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-12T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-12T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-12T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-12T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-12T21:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T21:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-12T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-12T21:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-12T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-12T21:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-12T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-12T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-12T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-12T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-12T22:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T22:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T22:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T22:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-12T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-12T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-12T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-12T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-12T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-12T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00293_pair", "episode_id": "DPO_DEV_TN_00293", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ3\n- 已选事件数: 74\n\n## 跨天活动摘要\n- 2026-08-14: entrance=230, master_bedroom=229, kids_room=226, dining_room=220, living_room=113, master_bathroom=52\n\n## 设备事件日志\n[2026-08-14T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-14T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-14T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-08-14T22:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:18:00] living_room_light_1 | OnOff.OnOff = False\n[2026-08-14T22:18:03] living_room_ac | OnOff.OnOff = False\n[2026-08-14T22:18:15] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-08-14T22:18:21] front_door_contact | BooleanState.StateValue = True\n[2026-08-14T22:18:22] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-08-14T22:18:22] front_door_lock | DoorLock.LockState = 1\n[2026-08-14T22:18:29] master_bedroom_light | OnOff.OnOff = False\n[2026-08-14T22:19:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:19:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:19:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-08-14T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-14T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-14T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-08-14T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-14T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-14T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-08-14T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-08-14T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-08-14T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-08-14T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T22:35:04] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T22:38:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:39:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:39:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:39:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-08-14T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-14T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-08-14T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-14T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-14T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-08-14T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-08-14T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-08-14T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-08-14T22:58:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:59:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:59:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:59:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-08-14T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-08-14T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T23:05:04] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-08-14T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-08-14T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-08-14T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-08-14T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-08-14T23:18:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:19:03] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:19:08] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:19:08] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-08-14T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-08-14T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-08-14T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n\n## 任务\n请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq3", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00294_pair", "episode_id": "DPO_DEV_TN_00294", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ5\n- 已选事件数: 17\n\n## 跨天活动摘要\n- 2026-08-14: master_bedroom=233, entrance=228, living_room=114, second_bedroom=48, bathroom=48, kitchen=11\n\n## 设备事件日志\n[2026-08-14T22:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:26:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:29:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T22:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T22:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T22:49:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T23:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-08-14T23:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:06:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:09:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:26:10] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:29:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-08-14T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n\n## 任务\n监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq5", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00295_pair", "episode_id": "DPO_DEV_TN_00295", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 已选事件数: 8\n\n## 设备事件日志\n[2026-07-17T22:48:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T22:56:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T23:08:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T23:13:57] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T23:26:33] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T23:28:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-17T23:43:57] bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-17T23:48:02] living_room_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00296_pair", "episode_id": "DPO_DEV_TN_00296", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 三室两厅 (3BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备\n- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 已选事件数: 110\n\n## 设备事件日志\n[2026-07-06T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-06T17:57:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T17:59:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-06T18:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332\n[2026-07-06T18:08:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313\n[2026-07-06T18:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314\n[2026-07-06T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308\n[2026-07-06T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-06T18:27:08] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:29:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311\n[2026-07-06T18:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-06T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307\n[2026-07-06T18:43:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-06T18:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T18:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306\n[2026-07-06T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288\n[2026-07-06T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T19:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-06T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-06T19:10:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:13:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:14:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294\n[2026-07-06T19:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277\n[2026-07-06T19:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-06T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-06T19:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T19:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-06T19:35:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-06T19:43:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-06T19:49:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-06T19:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-06T19:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276\n[2026-07-06T20:00:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-06T20:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-06T20:13:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-06T20:19:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-06T20:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-06T20:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-06T20:30:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-06T20:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-06T20:43:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-06T20:49:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-06T20:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-06T20:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-06T21:00:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259\n[2026-07-06T21:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-06T21:13:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-06T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-06T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-06T21:23:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-06T21:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:29:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-06T21:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-06T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-06T21:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-06T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-06T21:53:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-06T21:55:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T21:59:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-06T22:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-06T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-06T22:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-06T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-06T22:23:10] kids_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-06T22:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:29:05] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-06T22:31:04] living_room_ac | OnOff.OnOff = False\n[2026-07-06T22:31:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-06T22:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-06T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-06T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-06T22:41:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "C", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 1}}
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{"pair_id": "DPO_DEV_TN_00297_pair", "episode_id": "DPO_DEV_TN_00297", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 独居老人 (Elderly Living Alone)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]\n- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ4\n- 已选事件数: 78\n\n## 跨天活动摘要\n- 2026-07-15: bedroom=243, kitchen=238, entrance=231, living_room=208, bathroom=65\n\n## 设备事件日志\n[2026-07-15T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-15T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2143\n[2026-07-15T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-15T21:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:57:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T21:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246\n[2026-07-15T22:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2142\n[2026-07-15T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-15T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-15T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159\n[2026-07-15T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257\n[2026-07-15T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-15T22:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-07-15T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-15T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-15T22:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:17:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:18:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241\n[2026-07-15T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146\n[2026-07-15T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242\n[2026-07-15T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145\n[2026-07-15T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-15T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-15T22:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150\n[2026-07-15T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249\n[2026-07-15T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-15T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160\n[2026-07-15T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-15T22:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:37:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-15T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151\n[2026-07-15T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-15T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-15T22:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158\n[2026-07-15T22:48:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T22:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155\n[2026-07-15T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-15T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148\n[2026-07-15T22:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:57:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T22:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264\n[2026-07-15T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165\n[2026-07-15T23:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2147\n[2026-07-15T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-15T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-15T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-15T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-15T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164\n[2026-07-15T23:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:17:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:18:45] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-15T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252\n[2026-07-15T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152\n[2026-07-15T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270\n[2026-07-15T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266\n[2026-07-15T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151\n[2026-07-15T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269\n[2026-07-15T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-15T23:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2167\n[2026-07-15T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258\n[2026-07-15T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157\n[2026-07-15T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-15T23:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:37:08] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-15T23:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "D", "profile_id": "elderly_living_alone", "query_family": "sq4", "difficulty_level": 1}}
|
||
{"pair_id": "DPO_DEV_TN_00298_pair", "episode_id": "DPO_DEV_TN_00298", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 一室一厅 (Studio/1BR)\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ2\n- 已选事件数: 17\n\n## 设备事件日志\n[2026-07-04T22:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T22:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T23:04:00] living_room_light_1 | OnOff.OnOff = False\n[2026-07-04T23:04:04] living_room_ac | OnOff.OnOff = False\n[2026-07-04T23:04:19] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n[2026-07-04T23:04:25] front_door_contact | BooleanState.StateValue = True\n[2026-07-04T23:04:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)\n[2026-07-04T23:04:26] front_door_lock | DoorLock.LockState = 1\n[2026-07-04T23:04:29] bedroom_light | OnOff.OnOff = False\n[2026-07-04T23:05:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T23:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T23:09:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T23:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T23:29:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T23:35:48] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-04T23:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-04T23:49:10] bedroom_occupancy | OccupancySensing.Occupancy = 1\n\n## 任务\n系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "A", "profile_id": "young_professional", "query_family": "sq2", "difficulty_level": 1}}
|
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{"pair_id": "DPO_DEV_TN_00299_pair", "episode_id": "DPO_DEV_TN_00299", "scenario_id": "TN", "variant": "TN", "prompt": {"system": "你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。\n\n你需要基于以下能力进行分析：\n1. 从设备状态变化中识别异常模式\n2. 结合时间、住户习惯、设备类型进行推理\n3. 区分真实威胁和正常行为（减少误报）\n4. 对发现的问题给出具体的风险评估和建议\n\n所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。", "user": "## 家庭环境信息\n家庭布局: 两室一厅 (2BR)\n- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]\n- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]\n- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]\n- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]\n- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]\n- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]\n- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]\n\n## 已选日志说明\n以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。\n- 任务类型: SQ1\n- 已选事件数: 112\n\n## 设备事件日志\n[2026-07-13T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319\n[2026-07-13T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331\n[2026-07-13T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-13T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333\n[2026-07-13T18:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-13T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325\n[2026-07-13T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321\n[2026-07-13T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-13T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327\n[2026-07-13T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318\n[2026-07-13T18:16:02] front_door_contact | BooleanState.StateValue = False\n[2026-07-13T18:16:09] living_room_light_1 | OnOff.OnOff = True\n[2026-07-13T18:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324\n[2026-07-13T18:21:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317\n[2026-07-13T18:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312\n[2026-07-13T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-13T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-13T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297\n[2026-07-13T18:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-13T18:41:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303\n[2026-07-13T18:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-13T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302\n[2026-07-13T18:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-13T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291\n[2026-07-13T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T19:01:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:03:30] kitchen_window_contact | BooleanState.StateValue = False\n[2026-07-13T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295\n[2026-07-13T19:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285\n[2026-07-13T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282\n[2026-07-13T19:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283\n[2026-07-13T19:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296\n[2026-07-13T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292\n[2026-07-13T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280\n[2026-07-13T19:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273\n[2026-07-13T19:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T19:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287\n[2026-07-13T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290\n[2026-07-13T19:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274\n[2026-07-13T19:41:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-13T19:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267\n[2026-07-13T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272\n[2026-07-13T19:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T19:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-13T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-13T20:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T20:01:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263\n[2026-07-13T20:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275\n[2026-07-13T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268\n[2026-07-13T20:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-13T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-13T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T20:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271\n[2026-07-13T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T20:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-13T20:36:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-13T20:41:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-13T20:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255\n[2026-07-13T20:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262\n[2026-07-13T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265\n[2026-07-13T21:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-13T21:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-13T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251\n[2026-07-13T21:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-13T21:11:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243\n[2026-07-13T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244\n[2026-07-13T21:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-13T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245\n[2026-07-13T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T21:31:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-13T21:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248\n[2026-07-13T21:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T21:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-13T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250\n[2026-07-13T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254\n[2026-07-13T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-13T22:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240\n[2026-07-13T22:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0\n[2026-07-13T22:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261\n[2026-07-13T22:06:04] living_room_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256\n[2026-07-13T22:11:03] entrance_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260\n[2026-07-13T22:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253\n[2026-07-13T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247\n[2026-07-13T22:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1\n[2026-07-13T22:27:08] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000\n\n## 任务\n根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。\n\n请按以下 JSON 格式回答：\n\n```json\n{\n \"is_anomaly\": true/false,\n \"confidence\": \"high/medium/low\",\n \"threat_type\": \"具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none\",\n \"threat_description\": \"一句话描述发现的问题或确认安全\",\n \"reasoning\": [\n \"推理步骤1: ...\",\n \"推理步骤2: ...\",\n \"推理步骤3: ...\"\n ],\n \"key_evidence\": [\n \"关键证据1\",\n \"关键证据2\"\n ],\n \"recommended_actions\": [\n \"建议措施1\",\n \"建议措施2\"\n ]\n}\n```\n\n如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 \"none\"，并在 reasoning 中说明为什么这些事件是正常的。"}, "metadata": {"layout_id": "B", "profile_id": "family_with_children", "query_family": "sq1", "difficulty_level": 1}}
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