System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 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]
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]
- 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]
- 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]
- 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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: entrance
- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy
- 已选事件数: 20

## 设备事件日志
[2026-07-09T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:22:00] front_door_lock | DoorLock.LockState = 2
[2026-07-09T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T01:26:00] kitchen_light | OnOff.OnOff = True
[2026-07-09T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "门锁解锁后无对应入口触发",
  "reasoning": [
    "推理步骤1: 门锁状态切到 Unlocked",
    "推理步骤2: 未见对应的前门接触事件",
    "推理步骤3: 数分钟后却出现室内活动"
  ],
  "key_evidence": [
    "门锁状态切到 Unlocked",
    "未见对应的前门接触事件",
    "数分钟后却出现室内活动"
  ],
  "recommended_actions": [
    "判定为可疑解锁链路，建议核查远程解锁或锁日志完整性。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "fire_risk",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "门锁状态切到 Unlocked"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]
- 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]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]
- 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]
- 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]
- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]
- 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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: living_room
- 重点设备: front_door_lock, living_room_occupancy
- 已选事件数: 59

## 跨天活动摘要
- 2026-08-22: living_room=49, entrance=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48
- 2026-08-23: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48
- 2026-08-24: living_room=117, master_bedroom=232, kids_room=231, entrance=226, dining_room=224, master_bathroom=52

## 设备事件日志
[2026-08-22T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-22T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-22T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508
[2026-08-22T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518
[2026-08-22T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519
[2026-08-22T08:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T08:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T08:05:00] front_door_lock | DoorLock.LockState = 1
[2026-08-22T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-22T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-08-22T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-22T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532
[2026-08-22T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-22T12:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-22T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-22T13:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490
[2026-08-22T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459
[2026-08-23T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532
[2026-08-23T11:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-08-23T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-08-23T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515
[2026-08-23T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-23T12:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502
[2026-08-23T13:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-23T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-08-23T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-08-23T13:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-23T13:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-23T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-08-23T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-08-23T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456
[2026-08-24T07:45:27] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-24T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T11:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522
[2026-08-24T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-08-24T12:15:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:44:13] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T12:45:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508
[2026-08-24T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-08-24T13:05:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 住户出门后仍在固定时间出现室内运动",
    "推理步骤2: 连续三天模式重复",
    "推理步骤3: 缺少对应回家链路"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动",
    "连续三天模式重复",
    "缺少对应回家链路"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]
- 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]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]
- 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]
- 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]
- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]
- 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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ3
- 重点房间: living_room
- 重点设备: front_door_lock, living_room_occupancy
- 已选事件数: 111

## 跨天活动摘要
- 2026-08-07: living_room=112, master_bedroom=233, kids_room=231, entrance=230, dining_room=223, master_bathroom=55
- 2026-08-08: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48
- 2026-08-09: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48

## 设备事件日志
[2026-08-07T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-08-07T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-07T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-08-07T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-07T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-07T07:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507
[2026-08-07T07:26:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521
[2026-08-07T07:32:05] kitchen_light | OnOff.OnOff = False
[2026-08-07T07:32:20] front_door_lock | DoorLock.LockState = 2
[2026-08-07T07:32:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-07T07:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528
[2026-08-07T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-07T07:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-07T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-08-07T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-08-07T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-08-07T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T08:02:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540
[2026-08-07T08:05:00] front_door_lock | DoorLock.LockState = 1
[2026-08-07T08:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529
[2026-08-07T08:11:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-07T08:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528
[2026-08-07T08:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536
[2026-08-07T08:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-08-07T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T08:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545
[2026-08-07T08:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-07T08:42:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-08-07T08:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535
[2026-08-07T08:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-08-07T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-07T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558
[2026-08-07T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-07T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532
[2026-08-07T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-08-07T12:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518
[2026-08-07T12:11:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-08-07T12:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519
[2026-08-07T12:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514
[2026-08-07T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T12:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508
[2026-08-07T12:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521
[2026-08-07T12:42:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515
[2026-08-07T12:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-08-07T12:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-07T13:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509
[2026-08-07T13:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-08-07T13:08:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-07T13:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-07T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504
[2026-08-07T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-08-07T13:31:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-07T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-08-07T13:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-08-07T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-08-07T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-08-07T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450
[2026-08-07T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443
[2026-08-07T18:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-07T22:18:17] front_door_lock | DoorLock.LockState = 1
[2026-08-08T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536
[2026-08-08T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-08-08T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521
[2026-08-08T12:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-08-08T12:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-08T12:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-08-08T12:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529
[2026-08-08T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-08-08T12:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-08T12:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519
[2026-08-08T12:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-08T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504
[2026-08-08T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-08-08T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-08T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-08T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-08-08T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-08-08T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-08T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T13:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T13:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-08-08T13:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-08-08T13:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-08-08T13:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-08-08T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473
[2026-08-08T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459
[2026-08-08T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 住户出门后仍在固定时间出现室内运动",
    "推理步骤2: 连续三天模式重复",
    "推理步骤3: 缺少对应回家链路"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动",
    "连续三天模式重复",
    "缺少对应回家链路"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]
- 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]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]
- 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]
- 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]
- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]
- 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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: living_room
- 重点设备: front_door_lock, living_room_occupancy
- 已选事件数: 68

## 跨天活动摘要
- 2026-07-06: living_room=117, master_bedroom=232, kids_room=231, entrance=227, dining_room=224, master_bathroom=52
- 2026-07-07: living_room=111, master_bedroom=231, kids_room=229, entrance=226, dining_room=219, master_bathroom=60
- 2026-07-08: living_room=113, entrance=231, master_bedroom=227, kids_room=227, master_bathroom=225, dining_room=218

## 设备事件日志
[2026-07-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515
[2026-07-06T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522
[2026-07-06T07:44:13] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T07:45:07] kitchen_light | OnOff.OnOff = False
[2026-07-06T07:45:34] front_door_contact | BooleanState.StateValue = True
[2026-07-06T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-07-06T08:00:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T08:05:00] front_door_lock | DoorLock.LockState = 1
[2026-07-06T08:05:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529
[2026-07-06T08:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T08:27:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T08:44:13] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T08:47:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-07-06T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546
[2026-07-06T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-07-06T12:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-07-06T12:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:25:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-07-06T12:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:45:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:50:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:10:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-07-06T13:30:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:35:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-07-06T16:19:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-07T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-07-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530
[2026-07-07T12:17:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T12:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T12:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523
[2026-07-07T12:38:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T12:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T12:46:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T13:02:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T13:07:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494
[2026-07-07T13:28:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T13:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-07-07T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535
[2026-07-08T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-07-08T12:17:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504
[2026-07-08T12:43:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:47:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T13:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T13:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 住户出门后仍在固定时间出现室内运动",
    "推理步骤2: 连续三天模式重复",
    "推理步骤3: 缺少对应回家链路"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动",
    "连续三天模式重复",
    "缺少对应回家链路"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 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]
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]
- 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]
- 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]
- 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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ3
- 重点房间: entrance
- 重点设备: front_door_lock, kitchen_light, master_bedroom_occupancy
- 已选事件数: 122

## 跨天活动摘要
- 2026-08-26: entrance=226, master_bedroom=231, living_room=113, second_bedroom=48, bathroom=48, kitchen=12

## 设备事件日志
[2026-08-26T00:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T00:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T00:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T00:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T00:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286
[2026-08-26T00:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290
[2026-08-26T00:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276
[2026-08-26T00:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276
[2026-08-26T00:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288
[2026-08-26T00:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293
[2026-08-26T00:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282
[2026-08-26T00:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293
[2026-08-26T00:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281
[2026-08-26T00:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296
[2026-08-26T00:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291
[2026-08-26T00:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296
[2026-08-26T00:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285
[2026-08-26T00:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286
[2026-08-26T00:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292
[2026-08-26T00:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300
[2026-08-26T00:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301
[2026-08-26T00:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283
[2026-08-26T01:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299
[2026-08-26T01:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2284
[2026-08-26T01:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299
[2026-08-26T01:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303
[2026-08-26T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290
[2026-08-26T01:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301
[2026-08-26T01:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304
[2026-08-26T01:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300
[2026-08-26T01:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307
[2026-08-26T01:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289
[2026-08-26T01:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295
[2026-08-26T01:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297
[2026-08-26T01:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297
[2026-08-26T01:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312
[2026-08-26T01:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304
[2026-08-26T01:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314
[2026-08-26T01:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306
[2026-08-26T01:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294
[2026-08-26T01:22:00] front_door_lock | DoorLock.LockState = 2
[2026-08-26T01:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T01:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308
[2026-08-26T01:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302
[2026-08-26T01:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311
[2026-08-26T01:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317
[2026-08-26T01:26:00] kitchen_light | OnOff.OnOff = True
[2026-08-26T01:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319
[2026-08-26T01:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317
[2026-08-26T01:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314
[2026-08-26T01:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318
[2026-08-26T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T01:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320
[2026-08-26T01:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320
[2026-08-26T01:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321
[2026-08-26T01:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314
[2026-08-26T01:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321
[2026-08-26T01:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305
[2026-08-26T01:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2317
[2026-08-26T01:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319
[2026-08-26T01:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309
[2026-08-26T01:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2315
[2026-08-26T01:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307
[2026-08-26T01:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325
[2026-08-26T01:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313
[2026-08-26T01:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325
[2026-08-26T01:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322
[2026-08-26T01:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328
[2026-08-26T01:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320
[2026-08-26T01:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324
[2026-08-26T02:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321
[2026-08-26T02:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323
[2026-08-26T02:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2320
[2026-08-26T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T02:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T02:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T02:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T02:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324
[2026-08-26T02:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325
[2026-08-26T02:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331
[2026-08-26T02:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318
[2026-08-26T02:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332
[2026-08-26T02:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341
[2026-08-26T02:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337
[2026-08-26T02:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340
[2026-08-26T02:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334
[2026-08-26T02:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328
[2026-08-26T02:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339
[2026-08-26T02:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T02:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T03:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T03:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:08:07] kitchen_light | OnOff.OnOff = True
[2026-08-26T07:50:07] kitchen_light | OnOff.OnOff = False
[2026-08-26T07:50:25] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-26T07:50:25] front_door_lock | DoorLock.LockState = 2
[2026-08-26T07:50:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-26T07:50:29] front_door_lock | DoorLock.LockState = 1
[2026-08-26T08:06:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T11:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T14:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T16:33:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-26T16:33:00] front_door_lock | DoorLock.LockState = 2
[2026-08-26T17:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T18:01:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-26T18:01:00] front_door_lock | DoorLock.LockState = 2
[2026-08-26T18:39:00] kitchen_light | OnOff.OnOff = True
[2026-08-26T20:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T22:40:16] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-26T22:40:16] front_door_lock | DoorLock.LockState = 1
[2026-08-26T23:30:05] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T23:50:05] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "门锁解锁后无对应入口触发",
  "reasoning": [
    "推理步骤1: 门锁状态切到 Unlocked",
    "推理步骤2: 未见对应的前门接触事件",
    "推理步骤3: 数分钟后却出现室内活动"
  ],
  "key_evidence": [
    "门锁状态切到 Unlocked",
    "未见对应的前门接触事件",
    "数分钟后却出现室内活动"
  ],
  "recommended_actions": [
    "判定为可疑解锁链路，建议核查远程解锁或锁日志完整性。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "intrusion",
  "threat_description": "门锁解锁后无对应入口触发",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "判定为可疑解锁链路，建议核查远程解锁或锁日志完整性。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 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]
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]
- 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]
- 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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: living_room
- 重点设备: front_door_lock, living_room_occupancy
- 已选事件数: 50

## 跨天活动摘要
- 2026-08-28: living_room=110, entrance=234, bathroom=54, master_bedroom=48, second_bedroom=48, kitchen=8
- 2026-08-29: living_room=196, bathroom=54, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14
- 2026-08-30: living_room=195, bathroom=59, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14

## 设备事件日志
[2026-08-28T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-28T07:12:12] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-28T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510
[2026-08-28T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-08-28T07:27:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-08-28T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T08:05:00] front_door_lock | DoorLock.LockState = 1
[2026-08-28T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555
[2026-08-28T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529
[2026-08-28T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T13:02:15] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T13:22:15] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490
[2026-08-28T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-28T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-28T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-08-28T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-08-28T18:23:00] front_door_lock | DoorLock.LockState = 2
[2026-08-29T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545
[2026-08-29T11:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T12:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538
[2026-08-29T12:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515
[2026-08-29T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-08-29T12:48:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-29T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T13:02:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T13:06:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-08-29T13:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-08-29T14:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-08-30T10:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-30T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-08-30T11:52:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-30T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-08-30T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-30T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-08-30T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-08-30T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-30T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 住户出门后仍在固定时间出现室内运动",
    "推理步骤2: 连续三天模式重复",
    "推理步骤3: 缺少对应回家链路"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动",
    "连续三天模式重复",
    "缺少对应回家链路"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 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]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]
- 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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: entrance
- 重点设备: bedroom_occupancy, front_door_lock, kitchen_light
- 已选事件数: 33

## 设备事件日志
[2026-07-29T00:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T00:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T01:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T01:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T01:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T01:22:00] front_door_lock | DoorLock.LockState = 2
[2026-07-29T01:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T01:26:00] kitchen_light | OnOff.OnOff = True
[2026-07-29T01:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T01:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T01:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T02:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T02:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T02:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T02:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T04:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T06:47:15] kitchen_light | OnOff.OnOff = True
[2026-07-29T07:15:00] kitchen_light | OnOff.OnOff = False
[2026-07-29T07:15:20] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-29T07:15:20] front_door_lock | DoorLock.LockState = 2
[2026-07-29T07:15:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-29T07:15:26] front_door_lock | DoorLock.LockState = 1
[2026-07-29T07:45:37] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T12:45:37] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T17:45:37] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T18:29:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-29T18:29:00] front_door_lock | DoorLock.LockState = 2
[2026-07-29T19:11:00] kitchen_light | OnOff.OnOff = True
[2026-07-29T21:47:35] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-29T21:47:35] front_door_lock | DoorLock.LockState = 1
[2026-07-29T21:52:15] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:42:15] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:43:11] bedroom_occupancy | OccupancySensing.Occupancy = 0

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "门锁解锁后无对应入口触发",
  "reasoning": [
    "推理步骤1: 门锁状态切到 Unlocked",
    "推理步骤2: 未见对应的前门接触事件",
    "推理步骤3: 数分钟后却出现室内活动"
  ],
  "key_evidence": [
    "门锁状态切到 Unlocked",
    "未见对应的前门接触事件",
    "数分钟后却出现室内活动"
  ],
  "recommended_actions": [
    "判定为可疑解锁链路，建议核查远程解锁或锁日志完整性。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "intrusion",
  "threat_description": "门锁解锁后无对应入口触发",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "判定为可疑解锁链路，建议核查远程解锁或锁日志完整性。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 独居老人 (Elderly Living Alone)
- 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]
- 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]
- 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]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ3
- 重点房间: living_room
- 重点设备: front_door_lock, living_room_occupancy
- 已选事件数: 124

## 跨天活动摘要
- 2026-08-07: living_room=210, bedroom=243, kitchen=239, entrance=231, bathroom=61
- 2026-08-08: living_room=210, bedroom=242, kitchen=239, entrance=231, bathroom=63
- 2026-08-09: living_room=211, bedroom=240, kitchen=240, entrance=230, bathroom=60

## 设备事件日志
[2026-08-07T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-07T06:57:02] front_door_lock | DoorLock.LockState = 2
[2026-08-07T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518
[2026-08-07T07:17:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510
[2026-08-07T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2415
[2026-08-07T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521
[2026-08-07T07:33:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-08-07T07:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2416
[2026-08-07T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-07T07:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:53:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:57:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530
[2026-08-07T08:04:10] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T08:05:00] front_door_lock | DoorLock.LockState = 1
[2026-08-07T08:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-08-07T08:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2429
[2026-08-07T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-08-07T08:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:32:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-07T08:32:07] living_room_light | OnOff.OnOff = True
[2026-08-07T08:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2431
[2026-08-07T08:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-08-07T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536
[2026-08-07T08:53:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-08-07T09:22:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559
[2026-08-07T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548
[2026-08-07T11:32:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-08-07T11:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-08-07T12:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2432
[2026-08-07T12:23:00] living_room_light | OnOff.OnOff = False
[2026-08-07T12:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-07T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-08-07T12:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-07T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507
[2026-08-07T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409
[2026-08-07T12:53:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-08-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:04:10] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-07T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-08-07T13:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396
[2026-08-07T13:28:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:32:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379
[2026-08-07T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-08-07T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-08-07T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-08-07T14:04:18] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464
[2026-08-07T14:29:18] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441
[2026-08-08T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534
[2026-08-08T11:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-08T11:57:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528
[2026-08-08T12:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423
[2026-08-08T12:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:27:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523
[2026-08-08T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514
[2026-08-08T12:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2418
[2026-08-08T12:53:06] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:57:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-08-08T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-08-08T13:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391
[2026-08-08T13:28:06] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:30:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383
[2026-08-08T13:42:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-08-08T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-08-08T14:02:15] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-08-08T14:27:15] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444
[2026-08-09T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-08-09T11:30:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530
[2026-08-09T11:55:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522
[2026-08-09T12:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515
[2026-08-09T12:20:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410
[2026-08-09T12:27:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514
[2026-08-09T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514
[2026-08-09T12:40:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413
[2026-08-09T12:52:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T13:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400
[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T13:05:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T13:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 住户出门后仍在固定时间出现室内运动",
    "推理步骤2: 连续三天模式重复",
    "推理步骤3: 缺少对应回家链路"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动",
    "连续三天模式重复",
    "缺少对应回家链路"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 独居老人 (Elderly Living Alone)
- 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]
- 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]
- 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]
- 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]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: living_room
- 重点设备: front_door_lock, living_room_occupancy
- 已选事件数: 51

## 跨天活动摘要
- 2026-08-07: living_room=210, bedroom=242, kitchen=239, entrance=232, bathroom=63
- 2026-08-08: living_room=211, bedroom=240, kitchen=240, entrance=230, bathroom=60
- 2026-08-09: living_room=210, bedroom=243, kitchen=240, entrance=230, bathroom=60

## 设备事件日志
[2026-08-07T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502
[2026-08-07T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-08-07T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-08-07T07:50:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:59:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:00:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T08:05:00] front_door_lock | DoorLock.LockState = 1
[2026-08-07T08:14:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-07T08:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T09:07:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548
[2026-08-07T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-07T11:52:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2528
[2026-08-07T12:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-08-07T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-07T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-08-07T13:52:15] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459
[2026-08-08T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-08T11:45:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536
[2026-08-08T12:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-08-08T12:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2519
[2026-08-08T12:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-08T12:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514
[2026-08-08T12:52:14] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:57:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:17:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:25:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:50:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-08-08T14:20:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T06:56:17] front_door_lock | DoorLock.LockState = 1
[2026-08-09T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-08-09T12:01:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:37:07] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:41:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T12:56:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T13:16:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T13:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T13:46:03] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 住户出门后仍在固定时间出现室内运动",
    "推理步骤2: 连续三天模式重复",
    "推理步骤3: 缺少对应回家链路"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动",
    "连续三天模式重复",
    "缺少对应回家链路"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "fire_risk",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能家居设备的状态日志，判断是否存在安全威胁或异常情况。

你需要基于以下能力进行分析：
1. 从设备状态变化中识别异常模式
2. 结合时间、住户习惯、设备类型进行推理
3. 区分真实威胁和正常行为（减少误报）
4. 对发现的问题给出具体的风险评估和建议

所有设备基于 Matter 协议标准，设备状态通过 Cluster.Attribute 的形式报告。

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 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]
- 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]
- 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]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[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]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: living_room
- 重点设备: front_door_lock, living_room_occupancy
- 已选事件数: 47

## 跨天活动摘要
- 2026-07-24: living_room=113, bedroom=65, bathroom=55, entrance=15, kitchen=8
- 2026-07-25: living_room=196, bedroom=208, bathroom=54, kitchen=14, entrance=3
- 2026-07-26: living_room=195, bedroom=208, bathroom=56, kitchen=14, entrance=3

## 设备事件日志
[2026-07-24T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500
[2026-07-24T07:19:17] front_door_lock | DoorLock.LockState = 2
[2026-07-24T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530
[2026-07-24T08:05:00] front_door_lock | DoorLock.LockState = 1
[2026-07-24T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2532
[2026-07-24T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534
[2026-07-24T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545
[2026-07-24T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550
[2026-07-24T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-07-24T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538
[2026-07-24T11:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-07-24T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-07-24T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T12:28:19] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T12:37:18] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T12:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508
[2026-07-24T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503
[2026-07-24T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-07-24T18:06:00] front_door_lock | DoorLock.LockState = 2
[2026-07-25T11:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T11:51:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:11:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:29:32] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T12:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515
[2026-07-25T12:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T13:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503
[2026-07-25T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-07-25T13:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T13:46:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T14:06:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T14:26:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T10:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T11:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T11:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T12:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-07-26T12:24:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T12:26:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-07-26T12:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T12:44:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

请按以下 JSON 格式回答：

```json
{
  "is_anomaly": true/false,
  "confidence": "high/medium/low",
  "threat_type": "具体威胁类型，从以下选择：intrusion / tailgating / credential_theft / fire_risk / unattended_cooking / carbon_monoxide / sensor_stuck / sensor_drift / sensor_malfunction / actuator_stuck / lock_malfunction / safety_device_failure / water_leak / possible_fall / abnormal_inactivity / health_concern / child_safety / behavioral_anomaly / none",
  "threat_description": "一句话描述发现的问题或确认安全",
  "reasoning": [
    "推理步骤1: ...",
    "推理步骤2: ...",
    "推理步骤3: ..."
  ],
  "key_evidence": [
    "关键证据1",
    "关键证据2"
  ],
  "recommended_actions": [
    "建议措施1",
    "建议措施2"
  ]
}
```

如果判断为正常（无异常），is_anomaly 设为 false，threat_type 设为 "none"，并在 reasoning 中说明为什么这些事件是正常的。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "出门后家中连续多天规律性运动",
  "reasoning": [
    "推理步骤1: 住户出门后仍在固定时间出现室内运动",
    "推理步骤2: 连续三天模式重复",
    "推理步骤3: 缺少对应回家链路"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动",
    "连续三天模式重复",
    "缺少对应回家链路"
  ],
  "recommended_actions": [
    "判定为空置期间异常活动，建议按入侵事件处理。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "fire_risk",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "住户出门后仍在固定时间出现室内运动"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}