System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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]
- 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: SQ5
- 已选事件数: 20

## 跨天活动摘要
- 2026-08-08: bedroom=208, living_room=193, bathroom=58, kitchen=14, entrance=3

## 设备事件日志
[2026-08-08T22:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T22:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T22:45:00] living_room_light_1 | OnOff.OnOff = False
[2026-08-08T22:45:04] living_room_ac | OnOff.OnOff = False
[2026-08-08T22:45:21] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-08T22:45:24] front_door_contact | BooleanState.StateValue = True
[2026-08-08T22:45:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-08T22:45:25] front_door_lock | DoorLock.LockState = 1
[2026-08-08T22:45:28] bedroom_light | OnOff.OnOff = False
[2026-08-08T22:49:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T22:49:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T22:50:12] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T23:09:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T23:10:12] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T23:19:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T23:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T23:30:12] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T23:49:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T23:49:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T23:50:12] bedroom_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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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 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
- 已选事件数: 13

## 设备事件日志
[2026-08-06T22:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:47:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:48:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T23:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T23:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:07:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:08:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:27:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:28:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T23:30:00] 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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]
- 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]

## 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: SQ4
- 已选事件数: 78

## 跨天活动摘要
- 2026-07-04: bedroom=241, kitchen=239, entrance=229, living_room=209, bathroom=61

## 设备事件日志
[2026-07-04T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-04T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2143
[2026-07-04T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-04T21:55:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-04T22:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2147
[2026-07-04T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-04T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-04T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146
[2026-07-04T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-04T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-04T22:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155
[2026-07-04T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-04T22:10:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160
[2026-07-04T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-04T22:15:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-04T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-04T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-04T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2142
[2026-07-04T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-04T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-04T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-04T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2149
[2026-07-04T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-04T22:35:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-04T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145
[2026-07-04T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-04T22:40:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T22:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163
[2026-07-04T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-04T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-04T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-04T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-07-04T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-04T22:55:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-04T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146
[2026-07-04T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-04T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-04T23:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148
[2026-07-04T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-04T23:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159
[2026-07-04T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-04T23:10:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-04T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162
[2026-07-04T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-04T23:15:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2153
[2026-07-04T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-04T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-04T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163
[2026-07-04T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-04T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-04T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-04T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-04T23:35:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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 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
- 已选事件数: 87

## 跨天活动摘要
- 2026-07-13: entrance=231, master_bedroom=227, living_room=110, second_bedroom=48, bathroom=48, kitchen=11

## 设备事件日志
[2026-07-13T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T22:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T22:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:17:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-13T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T22:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-13T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T22:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T22:26:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-13T22:26:02] living_room_ac | OnOff.OnOff = False
[2026-07-13T22:26:13] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-13T22:26:15] front_door_contact | BooleanState.StateValue = True
[2026-07-13T22:26:16] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-13T22:26:16] front_door_lock | DoorLock.LockState = 1
[2026-07-13T22:26:18] master_bedroom_light | OnOff.OnOff = False
[2026-07-13T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-13T22:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-13T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-13T22:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-13T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-13T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:37:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-13T22:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T22:41:11] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-13T22:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-13T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-13T22:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-13T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-13T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-13T22:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-13T22:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:57:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-13T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-13T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T23:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T23:01:11] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-13T23:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-13T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-13T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T23:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-13T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-13T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-13T23:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-13T23:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:17:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T23:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-13T23:21:11] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-13T23:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-13T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-13T23:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-13T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T23:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T23:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T23:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-13T23:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:37:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-13T23:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-13T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-13T23:41:11] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274

## 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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 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
- 已选事件数: 91

## 跨天活动摘要
- 2026-07-11: living_room=194, bathroom=58, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14

## 设备事件日志
[2026-07-11T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-11T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-11T22:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-11T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-11T22:15:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-11T22:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-11T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-11T22:22:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-11T22:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-11T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-11T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-11T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-11T22:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-11T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-11T22:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T22:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T22:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-11T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-11T22:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-11T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-11T22:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-11T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-11T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-11T22:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-11T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-11T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-11T22:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-11T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-11T22:52:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-11T22:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-11T22:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-11T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-11T23:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-11T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-11T23:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-11T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-11T23:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-11T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-11T23:10:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-11T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-11T23:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-11T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-11T23:10:04] living_room_ac | OnOff.OnOff = False
[2026-07-11T23:10:16] front_door_contact | BooleanState.StateValue = True
[2026-07-11T23:10:17] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-11T23:10:17] front_door_lock | DoorLock.LockState = 1
[2026-07-11T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-11T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-11T23:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-11T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-11T23:15:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-11T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-11T23:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-11T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-11T23:22:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-11T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-11T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-11T23:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-11T23:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-11T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-11T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-11T23:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-11T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-11T23:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T23:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-11T23:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-11T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-07-11T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-11T23:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-11T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-11T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-07-11T23:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-11T23:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-11T23:52:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T23:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-11T23:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277
[2026-07-11T23:55:00] living_room_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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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]
- 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]

## 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
- 已选事件数: 76

## 跨天活动摘要
- 2026-07-01: bedroom=241, kitchen=238, entrance=230, living_room=210, bathroom=63

## 设备事件日志
[2026-07-01T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-01T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156
[2026-07-01T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-01T22:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:18:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:19:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:19:29] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-01T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-01T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-07-01T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-01T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-01T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155
[2026-07-01T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-01T22:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145
[2026-07-01T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-01T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-01T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2149
[2026-07-01T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-01T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:38:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-01T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151
[2026-07-01T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-01T22:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2143
[2026-07-01T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-01T22:49:29] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-01T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-01T22:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-07-01T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-07-01T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-01T22:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:58:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-01T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152
[2026-07-01T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-01T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-01T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-01T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-01T23:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165
[2026-07-01T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-01T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-01T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155
[2026-07-01T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-01T23:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:18:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:19:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:19:29] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-01T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-01T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156
[2026-07-01T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-01T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164
[2026-07-01T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-01T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-01T23:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158
[2026-07-01T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-01T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-01T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162
[2026-07-01T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-01T23:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:38:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T23:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157
[2026-07-01T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-07-01T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-01T23:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163
[2026-07-01T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-01T23:49:29] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-01T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-01T23:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165

## 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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 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
- 已选事件数: 99

## 跨天活动摘要
- 2026-07-31: entrance=229, living_room=109, bathroom=55, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-07-31T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-31T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-31T22:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-31T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-31T22:18:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T22:18:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-31T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-31T22:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-31T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-31T22:20:46] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-31T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-31T22:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-31T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-31T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-31T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-31T22:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-31T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-31T22:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-31T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-31T22:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-31T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-31T22:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T22:38:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-31T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-31T22:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-31T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-31T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-31T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-31T22:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-31T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-31T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-31T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-31T22:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-31T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-31T22:50:46] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-31T22:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-31T22:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T22:58:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-31T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-31T23:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-31T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-31T23:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-31T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-31T23:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-31T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-31T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-31T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-31T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-31T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-31T23:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-31T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-31T23:18:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T23:18:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-31T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-31T23:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-31T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-31T23:20:46] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-31T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-31T23:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-31T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-31T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-31T23:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-31T23:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-31T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-31T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-31T23:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-31T23:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-31T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-31T23:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T23:38:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T23:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-07-31T23:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-31T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-31T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273
[2026-07-31T23:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-31T23:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-31T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-31T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-31T23:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-31T23:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277
[2026-07-31T23:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277
[2026-07-31T23:50:46] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T23:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-31T23:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-31T23:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-31T23:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262

## 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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 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 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
- 已选事件数: 81

## 跨天活动摘要
- 2026-07-14: master_bedroom=228, entrance=228, kids_room=227, dining_room=220, living_room=109, master_bathroom=53

## 设备事件日志
[2026-07-14T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-14T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-14T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-14T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-14T22:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:15:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:16:36] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T22:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:17:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:18:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:20:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-14T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-14T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-14T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-14T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-14T22:20:02] living_room_ac | OnOff.OnOff = False
[2026-07-14T22:20:09] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-14T22:20:13] front_door_contact | BooleanState.StateValue = True
[2026-07-14T22:20:14] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-14T22:20:14] front_door_lock | DoorLock.LockState = 1
[2026-07-14T22:20:16] master_bedroom_light | OnOff.OnOff = False
[2026-07-14T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-14T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-14T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-14T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-14T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-14T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-14T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-14T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-14T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:35:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:37:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:38:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-14T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-14T22:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-14T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-14T22:40:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-14T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-14T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-14T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-14T22:46:36] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-14T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-14T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-14T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-14T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-14T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-14T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-14T22:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:55:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:57:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:58:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-14T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-14T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-14T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T23:00:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-14T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-14T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-14T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-14T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-14T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-14T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-14T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-14T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-14T23:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:15:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:16:36] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T23:17:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:18:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-14T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-14T23:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-14T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-14T23:20:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-14T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269

## 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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 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 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
- 已选事件数: 26

## 跨天活动摘要
- 2026-08-07: master_bedroom=233, kids_room=229, entrance=227, dining_room=223, living_room=111, master_bathroom=56

## 设备事件日志
[2026-08-07T22:25:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:26:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:27:00] living_room_light_1 | OnOff.OnOff = False
[2026-08-07T22:27:03] living_room_ac | OnOff.OnOff = False
[2026-08-07T22:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:27:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:27:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:27:15] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-07T22:27:18] front_door_contact | BooleanState.StateValue = True
[2026-08-07T22:27:19] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-07T22:27:19] front_door_lock | DoorLock.LockState = 1
[2026-08-07T22:27:26] master_bedroom_light | OnOff.OnOff = False
[2026-08-07T22:29:10] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T22:45:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:47:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:47:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:47:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:59:10] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:05:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:07:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:07:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:07:13] 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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]
- 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]

## 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: SQ1
- 已选事件数: 99

## 设备事件日志
[2026-07-01T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2338
[2026-07-01T17:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T17:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327
[2026-07-01T18:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316
[2026-07-01T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324
[2026-07-01T18:12:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2218
[2026-07-01T18:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323
[2026-07-01T18:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321
[2026-07-01T18:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2209
[2026-07-01T18:30:19] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-01T18:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305
[2026-07-01T18:37:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2208
[2026-07-01T18:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311
[2026-07-01T18:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T18:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2293
[2026-07-01T18:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2190
[2026-07-01T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299
[2026-07-01T19:02:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2192
[2026-07-01T19:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291
[2026-07-01T19:10:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282
[2026-07-01T19:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2177
[2026-07-01T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289
[2026-07-01T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278
[2026-07-01T19:32:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2181
[2026-07-01T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-07-01T19:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T19:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162
[2026-07-01T19:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-01T20:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2176
[2026-07-01T20:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-01T20:10:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-01T20:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-07-01T20:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157
[2026-07-01T20:30:07] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-01T20:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:35:09] front_door_contact | BooleanState.StateValue = True
[2026-07-01T20:35:11] bedroom_light | OnOff.OnOff = True
[2026-07-01T20:36:20] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-01T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-01T20:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-01T20:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T20:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163
[2026-07-01T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-01T20:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164
[2026-07-01T21:05:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-01T21:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145
[2026-07-01T21:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-01T21:20:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-01T21:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2143
[2026-07-01T21:30:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-01T21:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148
[2026-07-01T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-01T21:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T21:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-01T21:55:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-01T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-01T22:06:20] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-01T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-01T22:10:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-01T22:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145
[2026-07-01T22:20:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-01T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-01T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-01T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155

## 任务
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。

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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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)
- 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]
- 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]

## 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: SQ4
- 已选事件数: 80

## 跨天活动摘要
- 2026-08-12: bedroom=242, kitchen=238, entrance=232, living_room=208, bathroom=63

## 设备事件日志
[2026-08-12T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-08-12T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144
[2026-08-12T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-12T21:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T21:58:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T21:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T21:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-12T22:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145
[2026-08-12T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-12T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-12T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146
[2026-08-12T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-12T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-08-12T22:14:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-12T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160
[2026-08-12T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-08-12T22:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:18:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:19:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-08-12T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2153
[2026-08-12T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-12T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152
[2026-08-12T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-12T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-12T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-12T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-12T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159
[2026-08-12T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-08-12T22:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:38:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163
[2026-08-12T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-12T22:44:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-12T22:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2149
[2026-08-12T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-12T22:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2153
[2026-08-12T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-12T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-12T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164
[2026-08-12T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-12T22:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:58:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-12T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-08-12T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-12T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-12T23:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160
[2026-08-12T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-12T23:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157
[2026-08-12T23:14:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-08-12T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-12T23:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:18:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:19:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-12T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158
[2026-08-12T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-08-12T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-12T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-12T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-08-12T23:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163
[2026-08-12T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-12T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-12T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160
[2026-08-12T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-12T23:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:38:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1

## 任务
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。

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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}