System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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
[2026-07-15T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544
[2026-07-15T09:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-07-15T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535
[2026-07-15T09:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-07-15T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-07-15T09:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553
[2026-07-15T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-07-15T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-07-15T09:45:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-07-15T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554
[2026-07-15T09:59:54] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2560
[2026-07-15T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546
[2026-07-15T10:05:00] living_room_window_contact | BooleanState.StateValue = False
[2026-07-15T10:06:00] bedroom_window_contact | BooleanState.StateValue = False
[2026-07-15T10:07:00] living_room_light_1 | OnOff.OnOff = True
[2026-07-15T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555
[2026-07-15T10:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-07-15T10:15:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553
[2026-07-15T10:29:54] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554
[2026-07-15T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-07-15T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555
[2026-07-15T11:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548
[2026-07-15T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T11:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-07-15T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-07-15T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-07-15T18:28:26] living_room_light_1 | OnOff.OnOff = True
[2026-07-15T21:53:00] 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: 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: 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: 85

## 跨天活动摘要
- 2026-07-23: entrance=230, kids_room=229, master_bedroom=228, dining_room=222, living_room=115, master_bathroom=57

## 设备事件日志
[2026-07-23T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T07:39:22] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-23T07:39:22] front_door_lock | DoorLock.LockState = 2
[2026-07-23T07:39:24] front_door_contact | BooleanState.StateValue = False
[2026-07-23T07:39:25] front_door_contact | BooleanState.StateValue = True
[2026-07-23T07:39:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-23T07:39:26] front_door_lock | DoorLock.LockState = 1
[2026-07-23T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T12:29:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T12:49:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T13:09:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-07-23T13:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-07-23T13:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-07-23T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-07-23T13:15:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-23T13:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-07-23T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490
[2026-07-23T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-07-23T13:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503
[2026-07-23T13:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-23T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-23T13:29:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-07-23T13:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-07-23T13:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-07-23T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-07-23T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T13:34:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-07-23T13:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-07-23T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-07-23T13:35:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:38:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-07-23T13:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-07-23T13:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-07-23T13:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-07-23T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-23T13:49:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-07-23T13:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473
[2026-07-23T13:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478
[2026-07-23T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-07-23T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-07-23T13:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-07-23T13:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-07-23T13:55:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:56:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T13:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-07-23T14:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-07-23T14:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478
[2026-07-23T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T14:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T14:04:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-07-23T14:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-07-23T14:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-07-23T14:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476
[2026-07-23T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-07-23T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-07-23T14:06:00] entrance_light | OnOff.OnOff = True
[2026-07-23T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:09:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-23T14:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-23T14:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460
[2026-07-23T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456
[2026-07-23T14:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472
[2026-07-23T14:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476
[2026-07-23T14:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2472
[2026-07-23T14:15:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-23T14:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-07-23T14:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465

## 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: 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: 13

## 设备事件日志
[2026-08-02T17:00:00] living_room_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] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[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
[2026-08-02T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[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] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0

## 任务
系统刚记录到以下一段设备状态变化。请评估这些变化是否已经构成安全风险，并说明原因。

请按以下 JSON 格式回答：

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

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


System:
你是一个智能家居安全分析 AI 助手。你的职责是分析智能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: front_door_contact, front_door_lock
- 已选事件数: 25

## 设备事件日志
[2026-08-26T07:28:00] kitchen_light | OnOff.OnOff = False
[2026-08-26T07:28:09] bedroom_light | OnOff.OnOff = False
[2026-08-26T07:28:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-26T07:28:19] front_door_lock | DoorLock.LockState = 2
[2026-08-26T07:28:21] front_door_contact | BooleanState.StateValue = False
[2026-08-26T07:28:26] front_door_contact | BooleanState.StateValue = True
[2026-08-26T07:28:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-26T07:28:27] front_door_lock | DoorLock.LockState = 1
[2026-08-26T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:30:41] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:55:56] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T08:00:41] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T08:02:00] front_door_lock | DoorLock.LockState = 2
[2026-08-26T08:02:00] front_door_contact | BooleanState.StateValue = False
[2026-08-26T08:03:00] front_door_lock | DoorLock.LockState = 1
[2026-08-26T08:25:56] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T08:30:41] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T18:07:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-26T18:07:00] front_door_lock | DoorLock.LockState = 2
[2026-08-26T18:07:02] front_door_contact | BooleanState.StateValue = False
[2026-08-26T21:46:31] front_door_contact | BooleanState.StateValue = True
[2026-08-26T21:46:32] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-26T21:46:32] front_door_lock | DoorLock.LockState = 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: 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
- 2026-08-24: entrance=233, bedroom=242, kitchen=237, living_room=209, bathroom=63

## 设备事件日志
[2026-08-24T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T06:58:06] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-24T06:58:06] front_door_lock | DoorLock.LockState = 2
[2026-08-24T06:58:08] front_door_contact | BooleanState.StateValue = False
[2026-08-24T06:58:13] front_door_contact | BooleanState.StateValue = True
[2026-08-24T06:58:14] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-24T06:58:14] front_door_lock | DoorLock.LockState = 1
[2026-08-24T08:37:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-24T08:37:00] front_door_lock | DoorLock.LockState = 2
[2026-08-24T08:37:02] front_door_contact | BooleanState.StateValue = False
[2026-08-24T09:57:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:27:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:47:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:07:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-08-24T13:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2393
[2026-08-24T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2503
[2026-08-24T13:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:17:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490
[2026-08-24T13:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2394
[2026-08-24T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500
[2026-08-24T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-24T13:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2401
[2026-08-24T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-08-24T13:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:27:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-08-24T13:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2387
[2026-08-24T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-08-24T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-08-24T13:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2380
[2026-08-24T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2491
[2026-08-24T13:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:37:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-08-24T13:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2391
[2026-08-24T13:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-08-24T13:41:38] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2485
[2026-08-24T13:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2388
[2026-08-24T13:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-08-24T13:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:47:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473
[2026-08-24T13:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2376
[2026-08-24T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-08-24T13:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-08-24T13:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371
[2026-08-24T13:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T13:56:10] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0
[2026-08-24T13:56:23] living_room_light | OnOff.OnOff = True
[2026-08-24T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-08-24T14:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2375
[2026-08-24T14:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-08-24T14:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478
[2026-08-24T14:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382
[2026-08-24T14:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-08-24T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-08-24T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-08-24T14:06:00] entrance_light | OnOff.OnOff = True
[2026-08-24T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-08-24T14:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374
[2026-08-24T14:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-08-24T14:11:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:11:38] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T14:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372
[2026-08-24T14:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-08-24T14:15:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457
[2026-08-24T14:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362
[2026-08-24T14:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455
[2026-08-24T14:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456
[2026-08-24T14:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370
[2026-08-24T14:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451

## 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: 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: 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: 28

## 跨天活动摘要
- 2026-08-27: entrance=232, living_room=112, bathroom=55, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-08-27T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T07:34:21] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-27T07:34:21] front_door_lock | DoorLock.LockState = 2
[2026-08-27T07:34:23] front_door_contact | BooleanState.StateValue = False
[2026-08-27T07:34:27] front_door_contact | BooleanState.StateValue = True
[2026-08-27T07:34:28] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-27T07:34:28] front_door_lock | DoorLock.LockState = 1
[2026-08-27T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T12:39:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T12:59:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T13:19:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T13:27:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T13:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T13:39:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T13:57:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T13:59:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T14:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T14:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-08-27T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-08-27T14:06:00] entrance_light | OnOff.OnOff = True
[2026-08-27T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T14:19:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T14:27:02] bathroom_occupancy | OccupancySensing.Occupancy = 0

## 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: bedroom_window_contact, living_room_light_1, living_room_window_contact
- 已选事件数: 89

## 跨天活动摘要
- 2026-08-13: living_room=114, bedroom=66, bathroom=56, entrance=14, kitchen=8

## 设备事件日志
[2026-08-13T08:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2536
[2026-08-13T08:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2538
[2026-08-13T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T08:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2539
[2026-08-13T08:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-13T08:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-08-13T08:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544
[2026-08-13T08:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-13T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T09:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550
[2026-08-13T09:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557
[2026-08-13T09:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448
[2026-08-13T09:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-13T09:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-13T09:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447
[2026-08-13T09:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-13T09:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556
[2026-08-13T09:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442
[2026-08-13T09:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546
[2026-08-13T09:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455
[2026-08-13T09:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550
[2026-08-13T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T09:30:34] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T09:33:44] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T09:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558
[2026-08-13T09:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441
[2026-08-13T09:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555
[2026-08-13T09:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550
[2026-08-13T09:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451
[2026-08-13T09:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-08-13T09:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-08-13T09:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454
[2026-08-13T09:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558
[2026-08-13T09:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553
[2026-08-13T09:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439
[2026-08-13T09:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-08-13T09:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2556
[2026-08-13T09:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442
[2026-08-13T09:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2559
[2026-08-13T10:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544
[2026-08-13T10:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457
[2026-08-13T10:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2551
[2026-08-13T10:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:00:34] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:03:44] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2557
[2026-08-13T10:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2553
[2026-08-13T10:05:00] living_room_window_contact | BooleanState.StateValue = False
[2026-08-13T10:06:00] bedroom_window_contact | BooleanState.StateValue = False
[2026-08-13T10:07:00] living_room_light_1 | OnOff.OnOff = True
[2026-08-13T10:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2547
[2026-08-13T10:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447
[2026-08-13T10:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2546
[2026-08-13T10:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455
[2026-08-13T10:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-13T10:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-13T10:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2439
[2026-08-13T10:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2554
[2026-08-13T10:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2550
[2026-08-13T10:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2544
[2026-08-13T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:30:34] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:33:44] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558
[2026-08-13T10:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2449
[2026-08-13T10:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2558
[2026-08-13T10:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-08-13T10:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448
[2026-08-13T10:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2545
[2026-08-13T10:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2548
[2026-08-13T10:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442
[2026-08-13T10:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2549
[2026-08-13T10:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-13T10:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451
[2026-08-13T10:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-13T10:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2555
[2026-08-13T10:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2435
[2026-08-13T10:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2552
[2026-08-13T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T11:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2543
[2026-08-13T11:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2542
[2026-08-13T11:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535
[2026-08-13T11:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2531
[2026-08-13T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T11:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2540
[2026-08-13T11:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2529
[2026-08-13T11:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2541
[2026-08-13T18:07:21] living_room_light_1 | OnOff.OnOff = True
[2026-08-13T21:54:00] living_room_light_1 | OnOff.OnOff = False

## 任务
以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 独居老人 (Elderly Living Alone)
- 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: SQ2
- 重点房间: entrance
- 重点设备: front_door_contact, front_door_lock
- 已选事件数: 24

## 设备事件日志
[2026-08-28T06:55:05] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-28T06:55:05] front_door_lock | DoorLock.LockState = 2
[2026-08-28T06:55:07] front_door_contact | BooleanState.StateValue = False
[2026-08-28T06:55:08] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T06:55:15] front_door_contact | BooleanState.StateValue = True
[2026-08-28T06:55:16] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-28T06:55:16] front_door_lock | DoorLock.LockState = 1
[2026-08-28T07:15:08] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T07:31:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:35:08] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:37:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T07:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:51:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:55:08] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T08:02:00] front_door_lock | DoorLock.LockState = 2
[2026-08-28T08:02:00] front_door_contact | BooleanState.StateValue = False
[2026-08-28T08:03:00] front_door_lock | DoorLock.LockState = 1
[2026-08-28T08:07:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T08:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T08:11:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T08:15:08] 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: 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: SQ2
- 重点房间: entrance
- 重点设备: front_door_contact, front_door_lock
- 已选事件数: 34

## 设备事件日志
[2026-07-22T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T07:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T07:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T07:41:00] dining_room_light | OnOff.OnOff = False
[2026-07-22T07:41:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T07:41:06] master_bedroom_light | OnOff.OnOff = False
[2026-07-22T07:41:15] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-22T07:41:17] front_door_contact | BooleanState.StateValue = False
[2026-07-22T07:41:19] front_door_contact | BooleanState.StateValue = True
[2026-07-22T07:41:20] front_door_lock | DoorLock.LockState = 1
[2026-07-22T07:45:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T07:51:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T07:51:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T07:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T08:02:00] front_door_lock | DoorLock.LockState = 2
[2026-07-22T08:02:00] front_door_contact | BooleanState.StateValue = False
[2026-07-22T08:03:00] front_door_lock | DoorLock.LockState = 1
[2026-07-22T08:05:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:06:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:11:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:11:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:26:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T08:31:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:31:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T08:51:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T09:11:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T16:20:02] front_door_contact | BooleanState.StateValue = False
[2026-07-22T18:17:02] front_door_contact | BooleanState.StateValue = 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 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]
- 房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ3
- 重点房间: living_room
- 重点设备: kitchen_light, living_room_occupancy
- 已选事件数: 131

## 跨天活动摘要
- 2026-07-06: living_room=115, entrance=232, master_bedroom=227, second_bedroom=48, bathroom=48, kitchen=11
- 2026-07-07: living_room=117, master_bedroom=231, entrance=230, second_bedroom=48, bathroom=48, kitchen=11
- 2026-07-08: living_room=117, master_bedroom=233, entrance=226, second_bedroom=48, bathroom=48, kitchen=12

## 设备事件日志
[2026-07-06T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T05:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453
[2026-07-06T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-07-06T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-07-06T05:45:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-07-06T05:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-06T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-06T05:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-07-06T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-07-06T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T06:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-07-06T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-07-06T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-07-06T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-07-06T06:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-07-06T06:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-07-06T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-06T06:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504
[2026-07-06T06:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500
[2026-07-06T06:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2493
[2026-07-06T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2504
[2026-07-06T06:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-07-06T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2510
[2026-07-06T07:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-07-06T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T07:04:08] kitchen_light | OnOff.OnOff = True
[2026-07-06T07:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-07-06T07:05:08] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None
[2026-07-06T07:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2520
[2026-07-06T07:13:09] kitchen_light | OnOff.OnOff = False
[2026-07-06T07:13:34] front_door_lock | DoorLock.LockState = 2
[2026-07-06T07:13:41] front_door_contact | BooleanState.StateValue = True
[2026-07-06T07:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T07:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2509
[2026-07-06T07:18:30] kitchen_window_contact | BooleanState.StateValue = False
[2026-07-06T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2523
[2026-07-06T07:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2506
[2026-07-06T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T07:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2524
[2026-07-06T08:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2526
[2026-07-06T08:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2535
[2026-07-06T19:23:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T05:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441
[2026-07-07T05:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-07-07T05:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-07-07T05:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-07-07T06:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-07-07T06:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T06:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T06:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-07-07T06:08:05] master_bedroom_light | OnOff.OnOff = True
[2026-07-07T06:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-07-07T06:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-07-07T06:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-07-07T06:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-07-07T06:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T06:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-07-07T06:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-07-07T06:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-07-07T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T06:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2490
[2026-07-07T06:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-07-07T06:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-07-07T06:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T06:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T06:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-07T06:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-07-07T06:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-07-07T06:55:08] kitchen_light | OnOff.OnOff = True
[2026-07-07T07:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-07T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T07:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T07:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2500
[2026-07-07T07:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502
[2026-07-07T07:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2508
[2026-07-07T07:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2518
[2026-07-07T07:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-07-07T07:21:02] kitchen_light | OnOff.OnOff = False
[2026-07-07T07:21:18] front_door_lock | DoorLock.LockState = 2
[2026-07-07T07:21:23] front_door_contact | BooleanState.StateValue = True
[2026-07-07T07:21:30] kitchen_window_contact | BooleanState.StateValue = False
[2026-07-07T07:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-07-07T07:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516
[2026-07-07T07:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2514
[2026-07-07T07:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2512
[2026-07-07T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T07:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2522
[2026-07-07T07:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2511
[2026-07-07T07:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2513
[2026-07-07T07:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2534
[2026-07-07T08:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2525
[2026-07-07T19:12:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T05:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2441
[2026-07-08T05:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2444
[2026-07-08T05:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463
[2026-07-08T05:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-08T05:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-07-08T06:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-07-08T06:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T06:03:10] master_bedroom_light | OnOff.OnOff = True
[2026-07-08T06:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-07-08T06:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-07-08T06:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-07-08T06:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-07-08T06:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T06:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-07-08T06:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2495
[2026-07-08T06:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2487
[2026-07-08T06:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-07-08T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T06:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-07-08T06:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T06:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-07-08T06:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T06:42:00] kitchen_light | OnOff.OnOff = True
[2026-07-08T06:44:10] kitchen_light | OnOff.OnOff = True
[2026-07-08T06:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2505
[2026-07-08T06:45:10] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = None
[2026-07-08T06:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507
[2026-07-08T06:53:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-07-08T06:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2507
[2026-07-08T07:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2516

## 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: 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: 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: 117

## 跨天活动摘要
- 2026-08-22: entrance=51, living_room=49, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48

## 设备事件日志
[2026-08-22T00:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T04:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T12:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2497
[2026-08-22T13:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2502
[2026-08-22T13:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-08-22T13:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-08-22T13:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-08-22T13:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494
[2026-08-22T13:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2501
[2026-08-22T13:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-08-22T13:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2499
[2026-08-22T13:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-08-22T13:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2486
[2026-08-22T13:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-08-22T13:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-08-22T13:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2488
[2026-08-22T13:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2494
[2026-08-22T13:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T13:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2496
[2026-08-22T13:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2498
[2026-08-22T13:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2484
[2026-08-22T13:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-08-22T13:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-08-22T13:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-22T13:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2482
[2026-08-22T13:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2492
[2026-08-22T13:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2478
[2026-08-22T13:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2477
[2026-08-22T13:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2474
[2026-08-22T13:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2489
[2026-08-22T13:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2476
[2026-08-22T13:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-08-22T13:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2481
[2026-08-22T13:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-08-22T13:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2479
[2026-08-22T14:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2475
[2026-08-22T14:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-08-22T14:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2483
[2026-08-22T14:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-08-22T14:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-08-22T14:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2480
[2026-08-22T14:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2465
[2026-08-22T14:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-08-22T14:05:00] front_door_lock | DoorLock.LockState = 2
[2026-08-22T14:05:00] front_door_contact | BooleanState.StateValue = False
[2026-08-22T14:06:00] entrance_light | OnOff.OnOff = True
[2026-08-22T14:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T14:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2471
[2026-08-22T14:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463
[2026-08-22T14:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-08-22T14:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460
[2026-08-22T14:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2469
[2026-08-22T14:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2467
[2026-08-22T14:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2473
[2026-08-22T14:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2470
[2026-08-22T14:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2453
[2026-08-22T14:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2455
[2026-08-22T14:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2468
[2026-08-22T14:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-08-22T14:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-08-22T14:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454
[2026-08-22T14:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2462
[2026-08-22T14:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2463
[2026-08-22T14:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2457
[2026-08-22T14:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2456
[2026-08-22T14:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2466
[2026-08-22T14:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2458
[2026-08-22T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T14:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447
[2026-08-22T14:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446
[2026-08-22T14:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447
[2026-08-22T14:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2447
[2026-08-22T14:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442
[2026-08-22T14:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2460
[2026-08-22T14:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2442
[2026-08-22T14:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2451
[2026-08-22T14:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2454
[2026-08-22T14:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440
[2026-08-22T14:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445
[2026-08-22T14:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2446
[2026-08-22T14:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436
[2026-08-22T14:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2448
[2026-08-22T14:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2445
[2026-08-22T14:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2450
[2026-08-22T14:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2436
[2026-08-22T14:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2440
[2026-08-22T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T15:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T19:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T23:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0

## 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: 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: SQ3
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, balcony_light
- 已选事件数: 96

## 跨天活动摘要
- 2026-08-09: balcony=3, living_room=48, master_bedroom=48, second_bedroom=48, bathroom=48, entrance=48

## 设备事件日志
[2026-08-09T16:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384
[2026-08-09T16:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2384
[2026-08-09T16:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2389
[2026-08-09T16:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382
[2026-08-09T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T16:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T16:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372
[2026-08-09T16:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2374
[2026-08-09T16:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2373
[2026-08-09T16:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378
[2026-08-09T16:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2382
[2026-08-09T16:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2383
[2026-08-09T16:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2369
[2026-08-09T16:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2365
[2026-08-09T16:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361
[2026-08-09T16:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370
[2026-08-09T16:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372
[2026-08-09T16:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2370
[2026-08-09T16:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2378
[2026-08-09T16:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2367
[2026-08-09T16:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2368
[2026-08-09T16:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360
[2026-08-09T16:55:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2372
[2026-08-09T17:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371
[2026-08-09T17:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356
[2026-08-09T17:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2371
[2026-08-09T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2360
[2026-08-09T17:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2364
[2026-08-09T17:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2354
[2026-08-09T17:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361
[2026-08-09T17:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2361
[2026-08-09T17:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345
[2026-08-09T17:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2350
[2026-08-09T17:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362
[2026-08-09T17:15:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2356
[2026-08-09T17:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2362
[2026-08-09T17:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2353
[2026-08-09T17:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342
[2026-08-09T17:20:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2358
[2026-08-09T17:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346
[2026-08-09T17:20:00] balcony_door_contact | BooleanState.StateValue = False
[2026-08-09T17:20:00] balcony_light | OnOff.OnOff = True
[2026-08-09T17:21:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-09T17:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2339
[2026-08-09T17:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336
[2026-08-09T17:25:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2348
[2026-08-09T17:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2344
[2026-08-09T17:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2351
[2026-08-09T17:30:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2347
[2026-08-09T17:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2341
[2026-08-09T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T17:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2346
[2026-08-09T17:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337
[2026-08-09T17:35:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334
[2026-08-09T17:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342
[2026-08-09T17:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2340
[2026-08-09T17:40:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331
[2026-08-09T17:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2345
[2026-08-09T17:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2337
[2026-08-09T17:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332
[2026-08-09T17:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2342
[2026-08-09T17:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324
[2026-08-09T17:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334
[2026-08-09T17:50:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330
[2026-08-09T17:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322
[2026-08-09T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336
[2026-08-09T17:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2336
[2026-08-09T17:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327
[2026-08-09T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2334
[2026-08-09T18:00:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322
[2026-08-09T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330
[2026-08-09T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T18:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T18:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T18:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2322
[2026-08-09T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327
[2026-08-09T18:05:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2333
[2026-08-09T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2331
[2026-08-09T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2325
[2026-08-09T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313
[2026-08-09T18:10:00] second_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2312
[2026-08-09T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316

## 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 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: 19

## 设备事件日志
[2026-08-17T16:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T16:45:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T16:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T16:47:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T16:52:45] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T17:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T17:05:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T17:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T17:07:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T17:20:00] balcony_door_contact | BooleanState.StateValue = False
[2026-08-17T17:20:00] balcony_light | OnOff.OnOff = True
[2026-08-17T17:21:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-17T17:22:45] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T17:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T17:25:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T17:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T17:27:08] dining_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: 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: SQ2
- 重点房间: entrance
- 重点设备: front_door_contact, front_door_lock
- 已选事件数: 27

## 设备事件日志
[2026-07-31T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:27:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:47:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:47:43] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:50:00] dining_room_light | OnOff.OnOff = False
[2026-07-31T07:50:03] kitchen_light | OnOff.OnOff = False
[2026-07-31T07:50:06] master_bedroom_light | OnOff.OnOff = False
[2026-07-31T07:50:11] kids_room_light | OnOff.OnOff = False
[2026-07-31T07:50:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-31T07:50:16] front_door_lock | DoorLock.LockState = 2
[2026-07-31T07:50:18] front_door_contact | BooleanState.StateValue = False
[2026-07-31T07:50:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:50:26] front_door_contact | BooleanState.StateValue = True
[2026-07-31T07:50:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-31T07:50:27] front_door_lock | DoorLock.LockState = 1
[2026-07-31T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T08:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T08:02:00] front_door_lock | DoorLock.LockState = 2
[2026-07-31T08:02:00] front_door_contact | BooleanState.StateValue = False
[2026-07-31T08:03:00] front_door_lock | DoorLock.LockState = 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。