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: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, bathroom_water_leak
- 已选事件数: 23

## 跨天活动摘要
- 2026-07-23: balcony=3, master_bedroom=229, entrance=227, living_room=113, bathroom=49, second_bedroom=48

## 设备事件日志
[2026-07-23T15:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:33:37] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:53:37] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-23T16:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:16:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-23T16:16:02] front_door_contact | BooleanState.StateValue = False
[2026-07-23T16:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-23T16:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-23T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T17:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T17:23:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T17:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 重点房间 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 24

## 设备事件日志
[2026-07-10T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T06:50:17] kitchen_light | OnOff.OnOff = True
[2026-07-10T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T07:21:30] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T07:26:16] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T07:26:21] front_door_contact | BooleanState.StateValue = False
[2026-07-10T07:26:27] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-10T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T07:51:30] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T11:51:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T12:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T12:11:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T12:31:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T12:51:30] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T18:11:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T18:30:00] front_door_lock | DoorLock.LockState = 2
[2026-07-10T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T18:30:19] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T18:30:31] living_room_ac | Thermostat.SystemMode = 3
[2026-07-10T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 23

## 跨天活动摘要
- 2026-07-19: bathroom=62, bedroom=241, kitchen=239, entrance=231, living_room=208

## 设备事件日志
[2026-07-19T13:35:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T14:05:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T14:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T14:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T14:23:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T14:23:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T14:35:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T14:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T14:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T14:43:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T14:43:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:03:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:03:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:03:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-19T15:05:54] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-19T15:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:23:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:23:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-19T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 35

## 跨天活动摘要
- 2026-07-28: bathroom=59, bedroom=218, living_room=113, entrance=14, kitchen=8

## 设备事件日志
[2026-07-28T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T06:38:35] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T06:44:06] bedroom_light | OnOff.OnOff = True
[2026-07-28T06:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T06:57:05] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T07:04:15] kitchen_light | OnOff.OnOff = True
[2026-07-28T07:10:00] kitchen_light | OnOff.OnOff = False
[2026-07-28T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-28T07:10:16] front_door_lock | DoorLock.LockState = 2
[2026-07-28T07:10:22] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-28T07:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T07:39:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T11:05:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T11:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T12:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-28T12:34:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T12:59:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T13:05:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T17:35:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T18:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T18:05:02] front_door_contact | BooleanState.StateValue = False
[2026-07-28T18:05:21] living_room_light_1 | OnOff.OnOff = True
[2026-07-28T18:05:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T18:20:17] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T18:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-28T18:40:17] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T18:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T18:50:30] kitchen_cook_surface | OnOff.OnOff = True
[2026-07-28T19:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T19:15:17] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 39

## 设备事件日志
[2026-08-28T06:01:00] bathroom_light | OnOff.OnOff = False
[2026-08-28T06:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T06:41:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T06:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T07:05:12] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:06:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-28T07:26:03] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T07:32:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T11:52:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T11:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:17:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:23:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-28T12:26:00] living_room_light | OnOff.OnOff = False
[2026-08-28T12:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:37:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:46:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T12:57:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T13:02:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T18:06:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:26:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:32:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T18:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-28T18:43:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:51:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T19:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T19:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 重点房间 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 38

## 跨天活动摘要
- 2026-08-03: bathroom=51, master_bedroom=228, entrance=227, living_room=111, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-08-03T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T06:36:02] kitchen_light | OnOff.OnOff = True
[2026-08-03T06:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:03:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-03T07:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-03T07:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T07:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:42:17] master_bedroom_light | OnOff.OnOff = False
[2026-08-03T07:42:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T07:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T11:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T12:02:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T12:22:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-03T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T12:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T12:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T13:07:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T17:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T18:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T18:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T18:14:00] front_door_lock | DoorLock.LockState = 2
[2026-08-03T18:14:16] living_room_light_1 | OnOff.OnOff = True
[2026-08-03T18:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T18:24:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T18:30:00] kitchen_light | OnOff.OnOff = True
[2026-08-03T18:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-03T18:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T18:49:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T19:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T19:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T19:14:10] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 设备事件日志
[2026-08-25T06:00:00] bathroom_light | OnOff.OnOff = False
[2026-08-25T06:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:45:09] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:04:00] kitchen_light | OnOff.OnOff = False
[2026-08-25T07:04:12] front_door_contact | BooleanState.StateValue = True
[2026-08-25T07:06:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T07:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:31:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T11:53:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T11:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:18:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T12:43:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:53:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T17:31:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T18:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:17:12] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:23:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:31:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T18:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T18:42:12] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:48:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T19:07:12] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 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: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, bathroom_water_leak
- 已选事件数: 23

## 跨天活动摘要
- 2026-07-23: balcony=3, master_bedroom=230, entrance=228, living_room=116, bathroom=49, second_bedroom=48

## 设备事件日志
[2026-07-23T15:18:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-23T16:03:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:06:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-23T16:06:02] front_door_contact | BooleanState.StateValue = False
[2026-07-23T16:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-23T16:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-23T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T17:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T17:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T17:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 18

## 设备事件日志
[2026-07-25T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-25T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T11:15:46] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T11:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T11:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:15:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-25T12:36:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-07-25T12:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:45:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T17:45:46] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T18:05:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T18:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 设备事件日志
[2026-08-07T15:26:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-07T16:01:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T16:21:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T16:24:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-07T16:24:02] front_door_contact | BooleanState.StateValue = False
[2026-08-07T16:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T16:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T16:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-07T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-07T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T17:03:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 重点房间 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 19

## 设备事件日志
[2026-08-09T14:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-09T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-09T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-09T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, master_bathroom_water_leak
- 已选事件数: 24

## 设备事件日志
[2026-08-29T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-29T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-29T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-29T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, master_bathroom_water_leak
- 已选事件数: 26

## 跨天活动摘要
- 2026-07-02: balcony=3, kids_room=232, entrance=231, master_bedroom=227, master_bathroom=225, dining_room=219

## 设备事件日志
[2026-07-02T15:17:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T15:30:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T15:32:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T15:50:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T15:52:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-02T16:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:04:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:24:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-02T16:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:24:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:27:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T16:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-02T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-02T17:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-02T17:04:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T17:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T17:24:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T17:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T17:32:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T17:34:08] dining_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 26

## 设备事件日志
[2026-08-28T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T06:25:08] bathroom_light | OnOff.OnOff = True
[2026-08-28T06:50:00] bathroom_light | OnOff.OnOff = False
[2026-08-28T06:50:08] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T06:51:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T06:57:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-28T07:39:10] bedroom_light | OnOff.OnOff = False
[2026-08-28T07:39:29] front_door_lock | DoorLock.LockState = 2
[2026-08-28T07:39:32] front_door_contact | BooleanState.StateValue = True
[2026-08-28T07:39:33] front_door_lock | DoorLock.LockState = 1
[2026-08-28T11:21:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T11:51:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T11:57:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-28T12:51:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T12:57:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T17:51:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-28T18:08:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-28T18:08:02] front_door_contact | BooleanState.StateValue = False
[2026-08-28T18:08:17] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-28T18:08:25] living_room_ac | OnOff.OnOff = True
[2026-08-28T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

## 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: 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: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, bathroom_water_leak
- 已选事件数: 19

## 跨天活动摘要
- 2026-08-16: balcony=3, bathroom=49, living_room=48, master_bedroom=48, second_bedroom=48, entrance=48

## 设备事件日志
[2026-08-16T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-16T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-16T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-16T17:02:00] bathroom_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 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, master_bathroom_water_leak
- 已选事件数: 24

## 设备事件日志
[2026-07-19T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-19T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-19T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-19T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-19T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 29

## 跨天活动摘要
- 2026-07-27: bathroom=56, living_room=111, bedroom=67, entrance=14, kitchen=8

## 设备事件日志
[2026-07-27T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T06:45:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T06:45:05] bedroom_light | OnOff.OnOff = True
[2026-07-27T06:52:08] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T06:53:44] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T07:04:00] bathroom_light | OnOff.OnOff = False
[2026-07-27T07:04:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-27T07:30:05] bedroom_light | OnOff.OnOff = False
[2026-07-27T07:30:17] front_door_lock | DoorLock.LockState = 2
[2026-07-27T07:30:19] front_door_contact | BooleanState.StateValue = True
[2026-07-27T07:30:20] front_door_lock | DoorLock.LockState = 1
[2026-07-27T07:53:44] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T08:04:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T11:04:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T12:23:44] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-27T12:34:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T13:34:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T18:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-27T18:14:02] front_door_contact | BooleanState.StateValue = False
[2026-07-27T18:14:28] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T18:14:41] living_room_ac | OnOff.OnOff = True
[2026-07-27T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 设备事件日志
[2026-07-23T14:24:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T14:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:30:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:31:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:50:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:50:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:51:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:54:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T15:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:10:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:11:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:11:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

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

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

## 设备事件日志
[2026-08-15T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T06:38:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T06:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:08:06] front_door_lock | DoorLock.LockState = 2
[2026-08-15T07:08:11] front_door_contact | BooleanState.StateValue = True
[2026-08-15T07:09:04] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T07:13:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:38:09] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T08:09:04] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:54:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T11:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:00:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T12:25:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:33:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:46:06] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:53:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T12:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T17:39:04] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T18:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:09:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:24:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:29:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:39:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T18:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:54:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T18:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T19:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T19:09:00] kitchen_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: 两室一厅 (2BR)
- 重点房间 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 20

## 跨天活动摘要
- 2026-08-07: bathroom=51, entrance=231, master_bedroom=228, living_room=112, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-08-07T14:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:21:27] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:41:27] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:01:27] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T15:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:21:27] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:30:00] second_bedroom_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: 独居老人 (Elderly Living Alone)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 22

## 跨天活动摘要
- 2026-08-17: bathroom=64, bedroom=242, kitchen=238, entrance=230, living_room=210

## 设备事件日志
[2026-08-17T14:04:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T14:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:21:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:21:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:34:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T14:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:41:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:43:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:01:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:03:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:04:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-17T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-17T15:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:21:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:21:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:23:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 重点房间 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 19

## 设备事件日志
[2026-08-08T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-08T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-08T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T13:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T17:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 15

## 设备事件日志
[2026-08-15T14:07:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T14:32:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T14:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T14:37:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T14:52:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T14:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T15:07:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T15:12:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T15:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T15:32:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T15:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T15:37:11] bathroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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


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 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 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: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 28

## 跨天活动摘要
- 2026-08-16: bathroom=59, living_room=193, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14

## 设备事件日志
[2026-08-16T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-16T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T11:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T12:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T12:01:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T12:03:30] kitchen_cook_surface | OnOff.OnOff = True
[2026-08-16T12:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-16T12:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T12:43:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T13:03:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T18:01:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T18:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T18:11:30] kitchen_cook_surface | OnOff.OnOff = True
[2026-08-16T18:30:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-16T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T18:30:07] kitchen_dishwasher | OperationalState.OperationalState = 1
[2026-08-16T18:31:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T18:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

## 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。