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

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

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

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: living_room
- 重点设备: bedroom_window_contact, living_room_light_1, living_room_window_contact
- 已选事件数: 36

## 设备事件日志
[2026-08-14T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540
[2026-08-14T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554
[2026-08-14T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544
[2026-08-14T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-08-14T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-14T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546
[2026-08-14T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-08-14T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-14T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540
[2026-08-14T09:50:11] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T09:51:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-08-14T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558
[2026-08-14T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T10:05:00] living_room_window_contact | BooleanState.StateValue = False
[2026-08-14T10:06:00] bedroom_window_contact | BooleanState.StateValue = False
[2026-08-14T10:07:00] living_room_light_1 | OnOff.OnOff = True
[2026-08-14T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550
[2026-08-14T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-14T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548
[2026-08-14T10:20:11] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T10:21:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553
[2026-08-14T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-08-14T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-08-14T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538
[2026-08-14T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-08-14T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554
[2026-08-14T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553
[2026-08-14T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546
[2026-08-14T18:11:22] living_room_light_1 | OnOff.OnOff = True
[2026-08-14T22:01:00] living_room_light_1 | OnOff.OnOff = False

## 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: 独居老人 (Elderly Living Alone)
- 重点房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]

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

## 跨天活动摘要
- 2026-08-22: living_room=211, bedroom=240, kitchen=239, entrance=231, bathroom=61
- 2026-08-23: living_room=211, bedroom=240, kitchen=240, entrance=230, bathroom=60
- 2026-08-24: living_room=210, bedroom=241, kitchen=240, entrance=230, bathroom=63

## 设备事件日志
[2026-08-22T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-08-22T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447
[2026-08-22T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-08-22T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-08-22T05:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-08-22T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464
[2026-08-22T05:55:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372
[2026-08-22T06:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376
[2026-08-22T06:05:05] kitchen_light | OnOff.OnOff = True
[2026-08-22T06:06:05] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None
[2026-08-22T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472
[2026-08-22T06:10:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373
[2026-08-22T06:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-08-22T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-22T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384
[2026-08-22T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:34:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-22T06:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:36:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403
[2026-08-22T06:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-22T06:50:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-08-22T06:55:02] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-22T06:55:04] front_door_contact | BooleanState.StateValue = True
[2026-08-22T06:55:05] front_door_lock | DoorLock.LockState = 1
[2026-08-22T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507
[2026-08-22T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T07:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-22T07:06:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404
[2026-08-22T07:10:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2403
[2026-08-22T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411
[2026-08-22T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2419
[2026-08-22T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-08-22T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-08-22T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-22T15:18:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448
[2026-08-23T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455
[2026-08-23T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-08-23T05:53:03] kitchen_light | OnOff.OnOff = True
[2026-08-23T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-08-23T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-23T06:03:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-08-23T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-08-23T06:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392
[2026-08-23T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-08-23T06:24:20] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-23T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-08-23T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-23T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-23T06:33:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-23T06:40:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-23T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-08-23T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-23T06:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502
[2026-08-23T06:50:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-08-23T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2412
[2026-08-23T07:05:00] kitchen_light | OnOff.OnOff = False
[2026-08-23T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507
[2026-08-23T07:05:07] front_door_lock | DoorLock.LockState = 2
[2026-08-23T07:05:17] front_door_contact | BooleanState.StateValue = True
[2026-08-23T07:08:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-08-23T07:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518
[2026-08-23T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521
[2026-08-23T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2423
[2026-08-23T07:25:10] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T07:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413
[2026-08-23T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510
[2026-08-23T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514
[2026-08-23T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-08-23T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-23T08:21:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-23T23:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456
[2026-08-24T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463
[2026-08-24T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-08-24T05:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-08-24T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-08-24T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T06:03:04] kitchen_light | OnOff.OnOff = True
[2026-08-24T06:04:04] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None
[2026-08-24T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367
[2026-08-24T06:08:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472
[2026-08-24T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-24T06:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382
[2026-08-24T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-24T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-08-24T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T06:34:33] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-08-24T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-08-24T06:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:42:00] kitchen_light | OnOff.OnOff = True
[2026-08-24T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2404
[2026-08-24T06:48:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510
[2026-08-24T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502

## 任务
请从下面 3 天的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: entrance
- 重点设备: front_door_contact, front_door_lock
- 已选事件数: 22

## 设备事件日志
[2026-07-20T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T07:20:13] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T07:20:15] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-20T07:20:15] front_door_lock | DoorLock.LockState = 2
[2026-07-20T07:20:17] front_door_contact | BooleanState.StateValue = False
[2026-07-20T07:20:17] front_door_contact | BooleanState.StateValue = True
[2026-07-20T07:20:18] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-20T07:20:18] front_door_lock | DoorLock.LockState = 1
[2026-07-20T07:27:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T07:40:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T07:57:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:00:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:02:00] front_door_lock | DoorLock.LockState = 2
[2026-07-20T08:02:00] front_door_contact | BooleanState.StateValue = False
[2026-07-20T08:03:00] front_door_lock | DoorLock.LockState = 1
[2026-07-20T08:20:18] entrance_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: 两室一厅 (2BR)
- 重点房间 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
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, balcony_light
- 已选事件数: 15

## 设备事件日志
[2026-08-02T16:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T16:55:59] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T17:20:00] balcony_door_contact | BooleanState.StateValue = False
[2026-08-02T17:20:00] balcony_light | OnOff.OnOff = True
[2026-08-02T17:21:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-02T17:25:59] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:47:00] living_room_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: 一室一厅 (Studio/1BR)
- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: entrance
- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy
- 已选事件数: 17

## 设备事件日志
[2026-08-02T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T10:46:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T12:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T13:16:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T13:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T13:36:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T13:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T13:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T13:57:38] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-08-02T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-08-02T14:06:00] entrance_light | OnOff.OnOff = True
[2026-08-02T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T14:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T14:16:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-02T14:27:38] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T14:31:00] bedroom_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)
- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[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
- 重点房间: entrance
- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy
- 已选事件数: 40

## 跨天活动摘要
- 2026-08-10: entrance=235, kids_room=231, master_bedroom=227, master_bathroom=226, dining_room=218, living_room=116

## 设备事件日志
[2026-08-10T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:12:26] front_door_lock | DoorLock.LockState = 2
[2026-08-10T07:12:29] front_door_contact | BooleanState.StateValue = True
[2026-08-10T07:12:30] front_door_lock | DoorLock.LockState = 1
[2026-08-10T12:37:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T12:57:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:23:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:24:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:27:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T13:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:43:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:44:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:47:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T13:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:03:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:04:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-08-10T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-08-10T14:06:00] entrance_light | OnOff.OnOff = True
[2026-08-10T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:07:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:09:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:23:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:24:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:27:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:43:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:44:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:47:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:49:00] kids_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: 一室一厅 (Studio/1BR)
- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ3
- 重点房间: living_room
- 重点设备: kitchen_light, living_room_occupancy
- 已选事件数: 130

## 跨天活动摘要
- 2026-07-11: living_room=195, bedroom=209, bathroom=55, kitchen=14, entrance=3
- 2026-07-12: living_room=195, bedroom=210, bathroom=53, kitchen=14, entrance=3
- 2026-07-13: living_room=109, bedroom=70, bathroom=54, entrance=14, kitchen=9

## 设备事件日志
[2026-07-11T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T05:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438
[2026-07-11T05:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449
[2026-07-11T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455
[2026-07-11T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450
[2026-07-11T05:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457
[2026-07-11T05:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366
[2026-07-11T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-07-11T05:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-11T05:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2377
[2026-07-11T06:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-07-11T06:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-07-11T06:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-11T06:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-07-11T06:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380
[2026-07-11T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-07-11T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-07-11T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-07-11T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-07-11T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399
[2026-07-11T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383
[2026-07-11T06:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-07-11T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-07-11T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2407
[2026-07-11T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-11T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-07-11T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2402
[2026-07-11T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508
[2026-07-11T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503
[2026-07-11T07:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502
[2026-07-11T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-07-11T07:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411
[2026-07-11T07:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-07-11T07:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413
[2026-07-11T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521
[2026-07-11T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-07-11T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T07:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536
[2026-07-11T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522
[2026-07-11T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-07-11T08:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2537
[2026-07-11T12:13:00] kitchen_light | OnOff.OnOff = True
[2026-07-11T18:08:00] kitchen_light | OnOff.OnOff = True
[2026-07-12T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453
[2026-07-12T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455
[2026-07-12T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460
[2026-07-12T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-07-12T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-07-12T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-12T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375
[2026-07-12T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369
[2026-07-12T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-07-12T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-07-12T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374
[2026-07-12T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494
[2026-07-12T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-07-12T06:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382
[2026-07-12T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-07-12T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490
[2026-07-12T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-12T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-07-12T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2405
[2026-07-12T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-07-12T06:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-12T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409
[2026-07-12T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-07-12T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507
[2026-07-12T07:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2411
[2026-07-12T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2413
[2026-07-12T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-07-12T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-07-12T07:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406
[2026-07-12T07:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2521
[2026-07-12T07:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509
[2026-07-12T07:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2410
[2026-07-12T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529
[2026-07-12T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516
[2026-07-12T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-07-12T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-07-12T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530
[2026-07-12T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-07-12T08:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540
[2026-07-12T09:09:09] kitchen_light | OnOff.OnOff = True
[2026-07-12T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-12T19:10:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436
[2026-07-13T05:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-07-13T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460
[2026-07-13T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-07-13T05:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473
[2026-07-13T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-07-13T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-07-13T06:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2381
[2026-07-13T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T06:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373
[2026-07-13T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-07-13T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-07-13T06:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383
[2026-07-13T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494
[2026-07-13T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-07-13T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-07-13T06:25:10] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0
[2026-07-13T06:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2392
[2026-07-13T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T06:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2397
[2026-07-13T06:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T06:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399
[2026-07-13T06:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T06:42:00] kitchen_light | OnOff.OnOff = True
[2026-07-13T06:43:09] bathroom_light | OnOff.OnOff = True
[2026-07-13T06:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2395
[2026-07-13T06:48:09] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T06:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2409
[2026-07-13T06:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400
[2026-07-13T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503

## 任务
以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 独居老人 (Elderly Living Alone)
- 重点房间 entrance: 入户门锁[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 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 kitchen: 厨房灯[onoff_light], 厨房灶具[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
- 重点房间: entrance
- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy
- 已选事件数: 82

## 跨天活动摘要
- 2026-07-06: entrance=233, bedroom=243, kitchen=238, living_room=209, bathroom=61

## 设备事件日志
[2026-07-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T07:05:03] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-06T07:05:03] front_door_lock | DoorLock.LockState = 2
[2026-07-06T07:05:05] front_door_contact | BooleanState.StateValue = False
[2026-07-06T07:05:05] front_door_contact | BooleanState.StateValue = True
[2026-07-06T07:05:06] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-06T07:05:06] front_door_lock | DoorLock.LockState = 1
[2026-07-06T08:37:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-06T08:37:00] front_door_lock | DoorLock.LockState = 2
[2026-07-06T08:37:02] front_door_contact | BooleanState.StateValue = False
[2026-07-06T09:57:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:27:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T12:47:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:07:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-07-06T13:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2398
[2026-07-06T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-07-06T13:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:19:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-07-06T13:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2406
[2026-07-06T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-07-06T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500
[2026-07-06T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399
[2026-07-06T13:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:27:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-07-06T13:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2400
[2026-07-06T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-07-06T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490
[2026-07-06T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2396
[2026-07-06T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-07-06T13:36:56] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T13:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:39:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394
[2026-07-06T13:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-07-06T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473
[2026-07-06T13:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2385
[2026-07-06T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-07-06T13:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:47:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-07-06T13:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373
[2026-07-06T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-07-06T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-07-06T13:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380
[2026-07-06T13:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-06T13:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T13:59:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-06T14:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379
[2026-07-06T14:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-07-06T14:01:07] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0
[2026-07-06T14:01:15] living_room_light | OnOff.OnOff = True
[2026-07-06T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-07-06T14:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366
[2026-07-06T14:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-07-06T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-07-06T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-07-06T14:06:00] entrance_light | OnOff.OnOff = True
[2026-07-06T14:06:56] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-06T14:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362
[2026-07-06T14:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476
[2026-07-06T14:11:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-07-06T14:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2357
[2026-07-06T14:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-07-06T14:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461
[2026-07-06T14:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370
[2026-07-06T14:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-07-06T14:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456
[2026-07-06T14:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358
[2026-07-06T14:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453

## 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: 一室一厅 (Studio/1BR)
- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ3
- 重点房间: entrance
- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy
- 已选事件数: 93

## 跨天活动摘要
- 2026-07-06: entrance=17, living_room=109, bedroom=70, bathroom=54, kitchen=8

## 设备事件日志
[2026-07-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T07:20:12] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-06T07:20:12] front_door_lock | DoorLock.LockState = 2
[2026-07-06T07:20:14] front_door_contact | BooleanState.StateValue = False
[2026-07-06T07:20:20] front_door_contact | BooleanState.StateValue = True
[2026-07-06T07:20:21] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-06T07:20:21] front_door_lock | DoorLock.LockState = 1
[2026-07-06T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502
[2026-07-06T13:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394
[2026-07-06T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494
[2026-07-06T13:15:30] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-07-06T13:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388
[2026-07-06T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-07-06T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-07-06T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2399
[2026-07-06T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-07-06T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-07-06T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-07-06T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T13:30:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-07-06T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2379
[2026-07-06T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-07-06T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-07-06T13:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391
[2026-07-06T13:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-07-06T13:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383
[2026-07-06T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-07-06T13:45:30] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-07-06T13:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374
[2026-07-06T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-07-06T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-06T13:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478
[2026-07-06T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-07-06T14:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2464
[2026-07-06T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T14:00:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-07-06T14:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2366
[2026-07-06T14:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463
[2026-07-06T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-07-06T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-07-06T14:06:00] entrance_light | OnOff.OnOff = True
[2026-07-06T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-07-06T14:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371
[2026-07-06T14:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473
[2026-07-06T14:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-07-06T14:15:30] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472
[2026-07-06T14:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367
[2026-07-06T14:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-07-06T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-07-06T14:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369
[2026-07-06T14:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2459
[2026-07-06T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456
[2026-07-06T14:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347
[2026-07-06T14:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-07-06T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T14:30:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T14:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453
[2026-07-06T14:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345
[2026-07-06T14:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445
[2026-07-06T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445
[2026-07-06T14:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2349
[2026-07-06T14:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2443
[2026-07-06T14:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2343
[2026-07-06T14:45:30] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T14:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442
[2026-07-06T14:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346
[2026-07-06T14:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435
[2026-07-06T14:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449
[2026-07-06T14:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2434
[2026-07-06T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T18:28:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-06T18:28:00] front_door_lock | DoorLock.LockState = 2
[2026-07-06T18:28:02] front_door_contact | BooleanState.StateValue = False
[2026-07-06T18:28:13] entrance_light | OnOff.OnOff = True
[2026-07-06T19:33:21] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:58:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:50:07] entrance_light | OnOff.OnOff = False
[2026-07-06T21:50:45] front_door_contact | BooleanState.StateValue = True
[2026-07-06T21:50:46] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-06T21:50:46] front_door_lock | DoorLock.LockState = 1
[2026-07-06T22:23:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T23:48:04] living_room_occupancy | OccupancySensing.Occupancy = 1

## 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: 三室两厅 (3BR)
- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]
- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]

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

## 跨天活动摘要
- 2026-08-06: living_room=115, master_bedroom=229, entrance=229, kids_room=226, master_bathroom=222, dining_room=220
- 2026-08-07: living_room=116, kids_room=230, entrance=230, master_bedroom=227, dining_room=222, master_bathroom=222
- 2026-08-08: living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48, master_bathroom=48

## 设备事件日志
[2026-08-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442
[2026-08-06T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453
[2026-08-06T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-08-06T05:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460
[2026-08-06T05:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472
[2026-08-06T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-08-06T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-08-06T06:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-08-06T06:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T06:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T06:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476
[2026-08-06T06:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-08-06T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-08-06T06:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-08-06T06:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-08-06T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-08-06T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-06T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-08-06T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T06:31:10] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None
[2026-08-06T06:35:00] second_bathroom_light | OnOff.OnOff = True
[2026-08-06T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-06T06:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-08-06T06:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-06T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-08-06T06:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:48:06] kids_room_window | WindowCovering.CurrentPositionLiftPercent100ths = 0
[2026-08-06T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510
[2026-08-06T06:53:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-06T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500
[2026-08-06T07:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503
[2026-08-06T07:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T07:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-06T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-06T07:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-08-06T07:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-06T07:16:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-06T07:16:30] kitchen_window_contact | BooleanState.StateValue = False
[2026-08-06T07:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-06T07:21:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T07:23:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T07:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-06T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-06T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-08-06T18:16:00] kitchen_light | OnOff.OnOff = True
[2026-08-07T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2438
[2026-08-07T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2461
[2026-08-07T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-08-07T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-08-07T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-08-07T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-08-07T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-08-07T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-07T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-08-07T06:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-08-07T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-08-07T06:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-07T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:32:02] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None
[2026-08-07T06:34:00] second_bathroom_light | OnOff.OnOff = True
[2026-08-07T06:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-08-07T06:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-07T06:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504
[2026-08-07T06:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500
[2026-08-07T06:53:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-07T06:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-07T07:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-07T07:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-08-07T07:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:08:10] dining_room_light | OnOff.OnOff = True
[2026-08-07T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503
[2026-08-07T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-08-07T07:13:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522
[2026-08-07T07:18:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-07T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-08-07T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2515
[2026-08-07T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-08-07T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-08-07T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:30:22] kids_room_light | OnOff.OnOff = False
[2026-08-07T07:30:30] front_door_contact | BooleanState.StateValue = False
[2026-08-07T07:30:36] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-07T07:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516
[2026-08-07T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523
[2026-08-07T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2517
[2026-08-07T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522
[2026-08-07T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-08-07T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2530
[2026-08-07T20:33:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2437
[2026-08-08T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451
[2026-08-08T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463
[2026-08-08T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-08-08T05:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-08-08T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-08-08T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-08-08T06:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-08-08T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-08T06:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T06:42:00] kitchen_light | OnOff.OnOff = True

## 任务
以下是过去 3 天的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 独居老人 (Elderly Living Alone)
- 重点房间 entrance: 入户门锁[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 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 kitchen: 厨房灯[onoff_light], 厨房灶具[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
- 重点房间: entrance
- 重点设备: entrance_light, front_door_contact, front_door_lock, living_room_occupancy
- 已选事件数: 34

## 跨天活动摘要
- 2026-07-04: entrance=232, bedroom=241, kitchen=239, living_room=210, bathroom=63

## 设备事件日志
[2026-07-04T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T07:10:02] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-04T07:10:02] front_door_lock | DoorLock.LockState = 2
[2026-07-04T07:10:04] front_door_contact | BooleanState.StateValue = False
[2026-07-04T07:10:06] front_door_contact | BooleanState.StateValue = True
[2026-07-04T07:10:07] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-04T07:10:07] front_door_lock | DoorLock.LockState = 1
[2026-07-04T08:27:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-04T08:27:00] front_door_lock | DoorLock.LockState = 2
[2026-07-04T08:27:02] front_door_contact | BooleanState.StateValue = False
[2026-07-04T09:52:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T12:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T12:37:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T12:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T12:57:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:17:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:21:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:21:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:34:31] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T13:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:37:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:41:02] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:57:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T13:59:09] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0
[2026-07-04T13:59:17] living_room_light | OnOff.OnOff = True
[2026-07-04T14:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T14:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-07-04T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-07-04T14:06:00] entrance_light | OnOff.OnOff = True
[2026-07-04T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
监控系统标记了潜在异常。请分析下面的日志，判断是否需要采取响应措施，并给出建议。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 重点房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: living_room
- 重点设备: bedroom_window_contact, living_room_light_1, living_room_window_contact
- 已选事件数: 40

## 设备事件日志
[2026-08-26T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-08-26T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546
[2026-08-26T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540
[2026-08-26T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-26T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555
[2026-08-26T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-08-26T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553
[2026-08-26T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T09:35:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557
[2026-08-26T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-08-26T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548
[2026-08-26T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-08-26T09:59:42] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556
[2026-08-26T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-26T10:05:00] living_room_window_contact | BooleanState.StateValue = False
[2026-08-26T10:05:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T10:06:00] bedroom_window_contact | BooleanState.StateValue = False
[2026-08-26T10:07:00] living_room_light_1 | OnOff.OnOff = True
[2026-08-26T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550
[2026-08-26T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548
[2026-08-26T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540
[2026-08-26T10:29:42] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T10:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-26T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-08-26T10:35:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545
[2026-08-26T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544
[2026-08-26T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-26T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-26T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-08-26T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538
[2026-08-26T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536
[2026-08-26T18:12:23] living_room_light_1 | OnOff.OnOff = True
[2026-08-26T22:14:00] living_room_light_1 | OnOff.OnOff = False

## 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: 两室一厅 (2BR)
- 重点房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]

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

## 设备事件日志
[2026-07-19T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:02:00] front_door_lock | DoorLock.LockState = 2
[2026-07-19T08:02:00] front_door_contact | BooleanState.StateValue = False
[2026-07-19T08:03:00] front_door_lock | DoorLock.LockState = 1
[2026-07-19T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T09:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0

## 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)
- 重点房间 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: SQ2
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, balcony_light
- 已选事件数: 15

## 设备事件日志
[2026-08-20T16:46:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:47:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:48:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-20T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-20T17:06:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:07:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:08:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:20:00] balcony_door_contact | BooleanState.StateValue = False
[2026-08-20T17:20:00] balcony_light | OnOff.OnOff = True
[2026-08-20T17:21:00] balcony_laundry_washer | OperationalState.OperationalState = 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。