System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: 97

## 跨天活动摘要
- 2026-07-12: living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48

## 设备事件日志
[2026-07-12T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-12T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-12T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-12T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-12T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-12T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-12T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-12T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-12T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-12T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-12T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-12T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-12T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-12T22:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-12T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-12T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-12T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-12T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-12T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-12T22:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-12T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-12T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-12T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-12T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-12T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-12T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-12T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-12T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-12T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-12T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-12T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-12T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T23:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-12T23:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-12T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-12T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-12T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-12T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-12T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-12T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-12T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-12T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-12T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T23:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-12T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-12T23:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-12T23:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-12T23:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273
[2026-07-12T23:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-12T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-12T23:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-12T23:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T23:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-07-12T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-12T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-07-12T23:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-12T23:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-12T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-12T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T23:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-12T23:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-12T23:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T23:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279
[2026-07-12T23:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T23:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-12T23:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277

## 任务
请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。

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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: SQ4
- 已选事件数: 90

## 跨天活动摘要
- 2026-08-12: living_room=109, bedroom=62, bathroom=59, entrance=14, kitchen=8

## 设备事件日志
[2026-08-12T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-12T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158
[2026-08-12T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-12T21:55:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T21:55:42] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-08-12T22:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2141
[2026-08-12T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-12T22:04:00] living_room_light_1 | OnOff.OnOff = False
[2026-08-12T22:04:04] entrance_light | OnOff.OnOff = False
[2026-08-12T22:04:10] living_room_ac | OnOff.OnOff = False
[2026-08-12T22:04:12] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:04:19] bedroom_light | OnOff.OnOff = True
[2026-08-12T22:04:26] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-12T22:04:28] front_door_contact | BooleanState.StateValue = True
[2026-08-12T22:04:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-12T22:04:29] front_door_lock | DoorLock.LockState = 1
[2026-08-12T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-12T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146
[2026-08-12T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-08-12T22:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144
[2026-08-12T22:13:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-12T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-08-12T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-12T22:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-08-12T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2147
[2026-08-12T22:23:00] bedroom_light | LevelControl.CurrentLevel = 21
[2026-08-12T22:24:12] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-12T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152
[2026-08-12T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-08-12T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-12T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-12T22:31:00] bedroom_light | OnOff.OnOff = False
[2026-08-12T22:31:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-12T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159
[2026-08-12T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-12T22:35:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-12T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-12T22:43:41] 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 = 2146
[2026-08-12T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-12T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-12T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-12T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-12T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2149
[2026-08-12T22:55:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-12T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-12T23:01:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-12T23:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151
[2026-08-12T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-12T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-12T23:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-08-12T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-12T23:13:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-12T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2167
[2026-08-12T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-12T23:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-12T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-08-12T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-12T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156
[2026-08-12T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-12T23:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155
[2026-08-12T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-08-12T23:31:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-08-12T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2166
[2026-08-12T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-12T23:35:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T23:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-12T23:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158
[2026-08-12T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-08-12T23:43:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-12T23:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2176
[2026-08-12T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-12T23:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2177
[2026-08-12T23:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-08-12T23:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-08-12T23:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2171
[2026-08-12T23:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279

## 任务
请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。

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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: SQ2
- 已选事件数: 14

## 设备事件日志
[2026-07-15T22:45:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:49:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:55:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T23:05:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:09:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:09:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:25:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:25:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T23:29:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:29:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:29:03] entrance_occupancy | OccupancySensing.Occupancy = 1

## 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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: SQ1
- 已选事件数: 116

## 设备事件日志
[2026-07-17T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2328
[2026-07-17T17:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316
[2026-07-17T18:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327
[2026-07-17T18:07:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:12:02] front_door_contact | BooleanState.StateValue = False
[2026-07-17T18:12:14] living_room_ac | OnOff.OnOff = True
[2026-07-17T18:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323
[2026-07-17T18:16:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2309
[2026-07-17T18:22:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312
[2026-07-17T18:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301
[2026-07-17T18:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316
[2026-07-17T18:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2295
[2026-07-17T18:42:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294
[2026-07-17T18:51:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304
[2026-07-17T19:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294
[2026-07-17T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2283
[2026-07-17T19:07:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296
[2026-07-17T19:11:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277
[2026-07-17T19:21:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286
[2026-07-17T19:27:05] kitchen_dishwasher | OperationalState.OperationalState = 1
[2026-07-17T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280
[2026-07-17T19:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2279
[2026-07-17T19:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285
[2026-07-17T19:46:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282
[2026-07-17T19:51:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T19:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-17T20:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-17T20:07:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273
[2026-07-17T20:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-17T20:21:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-17T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-17T20:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-17T20:36:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-17T20:42:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-17T20:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:53:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T21:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-17T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T21:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-17T21:06:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-17T21:11:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-17T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-17T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-17T21:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-17T21:31:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-17T21:37:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-17T21:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-17T21:51:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-17T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-17T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-17T22:06:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-17T22:12:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-17T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:23:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T22:29:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-17T22:29:25] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-17T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-17T22:32:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-17T22:44:12] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:46:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-17T22:51:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-17T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-17T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-17T23:07:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-17T23:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-17T23:19:12] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:21:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-17T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-17T23:36:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-17T23:42:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-07-17T23:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-17T23:53:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0

## 任务
请结合下面的 Matter 设备日志，判断是否存在设备健康问题，并说明可能的故障类型。

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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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
- 2026-08-07: entrance=231, living_room=112, bathroom=59, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-08-07T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-07T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-07T22:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-07T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-08-07T22:15:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:17:04] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-07T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-07T22:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-07T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-07T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-07T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-07T22:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-07T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-07T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-07T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-07T22:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-07T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-07T22:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-07T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-07T22:35:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:37:04] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-07T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-07T22:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-07T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-07T22:43:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-07T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-08-07T22:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-07T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-07T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-07T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-07T22:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-07T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-07T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-07T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-07T22:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-07T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-07T22:55:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T22:57:04] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-07T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-07T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-07T23:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-07T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-07T23:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-07T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-07T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-07T23:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-07T23:13:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-08-07T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-07T23:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-07T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-07T23:15:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:17:04] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-07T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-08-07T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-07T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-08-07T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-07T23:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-07T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-07T23:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-07T23:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-07T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-08-07T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-07T23:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-07T23:35:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:37:04] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T23:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-07T23:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-08-07T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-08-07T23:43:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-07T23:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-07T23:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-07T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-07T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-07T23:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-08-07T23:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-07T23:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-08-07T23:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-07T23:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273

## 任务
请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。

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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: SQ5
- 已选事件数: 18

## 跨天活动摘要
- 2026-07-22: kitchen=241, bedroom=240, entrance=232, living_room=208, bathroom=59

## 设备事件日志
[2026-07-22T22:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T22:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T22:28:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T22:29:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T22:44:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T22:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T22:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T22:48:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T22:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:08:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:09:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:14:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T23:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:28:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T23:29:00] kitchen_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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: SQ5
- 已选事件数: 18

## 跨天活动摘要
- 2026-08-21: bedroom=242, kitchen=239, entrance=230, living_room=210, bathroom=63

## 设备事件日志
[2026-08-21T22:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T22:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T22:26:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T22:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T22:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T22:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T22:46:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T22:47:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-21T22:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:05:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:06:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:17:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-21T23:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:26:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T23:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
请根据以下设备记录评估当前是否需要安全响应；若需要，请说明原因与处置建议。

请按以下 JSON 格式回答：

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

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


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: 89

## 跨天活动摘要
- 2026-07-29: entrance=229, bathroom=222, living_room=108, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-07-29T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-29T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-29T22:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-29T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-29T22:15:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:16:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:17:09] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-29T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-29T22:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-29T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-29T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-29T22:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-29T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-29T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-29T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-29T22:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-29T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-29T22:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-29T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-29T22:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-29T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-29T22:35:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:36:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:37:09] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-29T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-29T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-29T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-29T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-29T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-29T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-29T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-29T22:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-29T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-29T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-29T22:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-29T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-29T22:55:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:56:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T22:57:09] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-29T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-29T23:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-29T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-29T23:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-29T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-29T23:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-29T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-29T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-29T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-29T23:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-29T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-29T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-29T23:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-29T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-29T23:15:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:16:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:17:09] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-29T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-29T23:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-29T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-29T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-29T23:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-29T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-29T23:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-29T23:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-29T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-29T23:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-29T23:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-29T23:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-29T23:35:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:36:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:37:09] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T23:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-29T23:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-29T23:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-29T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-29T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-07-29T23:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-29T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-29T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275

## 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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: SQ2
- 已选事件数: 14

## 设备事件日志
[2026-07-07T22:46:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T22:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T22:47:24] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T22:48:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T22:49:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:06:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:09:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:17:24] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T23:26:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:28:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T23:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: 83

## 跨天活动摘要
- 2026-07-13: master_bedroom=231, entrance=229, kids_room=227, dining_room=221, living_room=113, master_bathroom=57

## 设备事件日志
[2026-07-13T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-13T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-13T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-13T22:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:15:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:15:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:16:37] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:17:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-13T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-13T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-13T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-13T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-13T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-13T22:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:35:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:35:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:36:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-13T22:36:05] living_room_ac | OnOff.OnOff = False
[2026-07-13T22:36:17] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-13T22:36:20] front_door_contact | BooleanState.StateValue = True
[2026-07-13T22:36:21] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-13T22:36:21] front_door_lock | DoorLock.LockState = 1
[2026-07-13T22:36:23] master_bedroom_light | OnOff.OnOff = False
[2026-07-13T22:37:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-13T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-13T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-13T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-13T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-13T22:46:37] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-13T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-13T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-13T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-13T22:55:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:55:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:56:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:57:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-13T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-13T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-13T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-13T23:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-13T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-13T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-13T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-13T23:15:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:15:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:16:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:16:37] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T23:17:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-13T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-13T23:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-13T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255

## 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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: 71

## 跨天活动摘要
- 2026-08-28: bedroom=242, kitchen=239, entrance=229, living_room=207, bathroom=63

## 设备事件日志
[2026-08-28T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-28T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151
[2026-08-28T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-08-28T22:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:18:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:19:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156
[2026-08-28T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-28T22:23:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-28T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2147
[2026-08-28T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-28T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-28T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-08-28T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-28T22:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:38:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:39:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-28T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148
[2026-08-28T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-28T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-28T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-28T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-28T22:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158
[2026-08-28T22:53:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-28T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160
[2026-08-28T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-28T22:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:58:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:59:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T22:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-28T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2166
[2026-08-28T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-28T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-28T23:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152
[2026-08-28T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-28T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-28T23:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-08-28T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-28T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-28T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-28T23:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:18:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:19:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-28T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2153
[2026-08-28T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-08-28T23:23:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-28T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2170
[2026-08-28T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-08-28T23:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2163
[2026-08-28T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-28T23:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-28T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158
[2026-08-28T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-08-28T23:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:38:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:39:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T23:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-08-28T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-28T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-08-28T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273
[2026-08-28T23:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2175

## 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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: SQ5
- 已选事件数: 18

## 跨天活动摘要
- 2026-08-29: bedroom=240, kitchen=240, entrance=230, living_room=208, bathroom=61

## 设备事件日志
[2026-08-29T22:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T22:25:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T22:26:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T22:29:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T22:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T22:45:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T22:45:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T22:46:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T22:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:05:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:06:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:09:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:15:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T23:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:25:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:26:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T23:29:00] kitchen_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。


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: 19

## 跨天活动摘要
- 2026-07-14: entrance=232, master_bedroom=231, kids_room=230, dining_room=218, living_room=111, master_bathroom=52

## 设备事件日志
[2026-07-14T22:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:26:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:26:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:26:09] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:28:11] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T22:34:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T22:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:46:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:46:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:46:09] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T22:48:11] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T23:04:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T23:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:06:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:06:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:06:09] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T23:08:11] master_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。