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
[2026-08-02T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-02T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-02T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-02T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-02T17:02:00] 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: 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: 34

## 跨天活动摘要
- 2026-08-07: bathroom=60, entrance=232, living_room=108, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-08-07T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:37:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:57:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:10:00] bathroom_light | OnOff.OnOff = False
[2026-08-07T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T07:11:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:14:08] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-07T07:14:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:14:19] front_door_lock | DoorLock.LockState = 1
[2026-08-07T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:41:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:49:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T11:54:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T12:14:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T12:41:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T12:49:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T17:11:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T17:59:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T18:11:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T18:19:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T18:28:02] front_door_contact | BooleanState.StateValue = False
[2026-08-07T18:28:08] entrance_light | OnOff.OnOff = True
[2026-08-07T18:28:17] living_room_ac | OnOff.OnOff = True
[2026-08-07T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T18:33:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T18:40:00] 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: 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
- 2026-08-12: bathroom=51, master_bedroom=229, entrance=227, living_room=112, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-08-12T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T06:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T07:03:02] kitchen_light | OnOff.OnOff = True
[2026-08-12T07:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-12T07:20:30] kitchen_window_contact | BooleanState.StateValue = False
[2026-08-12T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T07:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T07:42:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-12T07:42:29] front_door_contact | BooleanState.StateValue = True
[2026-08-12T07:47:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T11:42:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T12:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T12:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-12T12:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T12:37:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T12:57:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T13:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T13:09:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T17:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T18:00:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T18:08:00] front_door_lock | DoorLock.LockState = 2
[2026-08-12T18:08:11] living_room_light_1 | OnOff.OnOff = True
[2026-08-12T18:13:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T18:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-12T18:43:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T18:49:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T19:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-12T19:03:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T19:08:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-12T19:14:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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
[2026-07-12T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-12T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-12T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-12T17:02:00] 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: 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: 32

## 设备事件日志
[2026-07-13T15:28:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T15:33:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T15:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T15:44:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T15:47:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T15:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T15:58:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-13T16:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:14:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:17:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T16:23:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:28:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T16:35:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-13T16:35:02] front_door_contact | BooleanState.StateValue = False
[2026-07-13T16:35:13] kids_room_light | OnOff.OnOff = True
[2026-07-13T16:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-13T16:47:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T16:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:54:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:55:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-13T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-13T17:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T17:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T17:17:32] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T17:24:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T17:25:06] kids_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 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: 28

## 跨天活动摘要
- 2026-07-11: bathroom=63, bedroom=207, living_room=194, kitchen=14, entrance=3

## 设备事件日志
[2026-07-11T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-11T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T08:33:00] bathroom_light | OnOff.OnOff = True
[2026-07-11T11:22:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T11:42:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T11:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T11:48:30] kitchen_cook_surface | OnOff.OnOff = True
[2026-07-11T12:02:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T12:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T12:22:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T12:22:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-11T12:31:30] kitchen_window_contact | BooleanState.StateValue = False
[2026-07-11T12:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T12:42:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T12:52:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T13:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T13:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T13:52:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T17:52:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T17:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T18:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T18:40:00] 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: 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
- 2026-07-09: balcony=3, master_bedroom=232, entrance=227, living_room=113, bathroom=49, second_bedroom=48

## 设备事件日志
[2026-07-09T15:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T15:34:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:54:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-09T16:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:06:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-09T16:06:02] front_door_contact | BooleanState.StateValue = False
[2026-07-09T16:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-09T16:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-09T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T17:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T17:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T17:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 重点房间 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
[2026-08-10T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T06:40:04] bathroom_light | OnOff.OnOff = True
[2026-08-10T06:45:00] bathroom_light | OnOff.OnOff = False
[2026-08-10T06:45:04] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T06:45:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-10T07:12:00] kitchen_light | OnOff.OnOff = False
[2026-08-10T07:12:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-10T07:12:21] front_door_contact | BooleanState.StateValue = False
[2026-08-10T07:12:28] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-10T07:40:35] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:45:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T11:15:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T12:10:35] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T12:15:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-10T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T13:15:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T18:10:35] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T18:15:53] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T18:26:00] front_door_lock | DoorLock.LockState = 2
[2026-08-10T18:26:11] entrance_light | OnOff.OnOff = True
[2026-08-10T18:26:24] living_room_light_1 | OnOff.OnOff = True
[2026-08-10T18:26:32] living_room_ac | Thermostat.SystemMode = 3
[2026-08-10T18:40:00] 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: 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
[2026-08-24T06:03:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:40:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T07:05:42] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T07:06:09] front_door_lock | DoorLock.LockState = 2
[2026-08-24T07:06:20] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-24T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T07:16:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T07:31:12] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T07:35:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T07:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T11:51:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T11:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:00:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:05:42] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T12:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:16:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T12:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:36:00] living_room_light | OnOff.OnOff = False
[2026-08-24T12:45:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:51:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:06:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:11:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:23:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:31:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T18:43:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:48:13] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:51:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:56:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T19:03:00] 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: 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: 23

## 设备事件日志
[2026-08-26T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:40:08] bathroom_light | OnOff.OnOff = True
[2026-08-26T07:00:08] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T07:07:11] kitchen_light | OnOff.OnOff = True
[2026-08-26T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-26T07:29:10] bedroom_light | OnOff.OnOff = False
[2026-08-26T07:29:23] front_door_lock | DoorLock.LockState = 2
[2026-08-26T07:29:28] front_door_contact | BooleanState.StateValue = True
[2026-08-26T07:29:29] front_door_lock | DoorLock.LockState = 1
[2026-08-26T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:37:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:41:02] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T08:07:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-26T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T12:37:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T12:41:02] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T13:07:55] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T18:14:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-26T18:14:02] front_door_contact | BooleanState.StateValue = False
[2026-08-26T18:14:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T18:14:27] living_room_ac | OnOff.OnOff = True
[2026-08-26T18:40:00] 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: 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
- 2026-07-09: bathroom=225, living_room=112, bedroom=66, entrance=14, kitchen=8

## 设备事件日志
[2026-07-09T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T06:27:08] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 0
[2026-07-09T06:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T06:52:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T06:52:02] bathroom_light | OnOff.OnOff = True
[2026-07-09T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T07:12:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T07:24:01] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T07:32:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T07:39:06] bedroom_light | OnOff.OnOff = False
[2026-07-09T07:39:21] front_door_contact | BooleanState.StateValue = False
[2026-07-09T07:39:23] front_door_lock | DoorLock.LockState = 1
[2026-07-09T07:52:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T08:17:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T11:02:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T11:32:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T11:57:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:22:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T12:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T12:42:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:54:01] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T13:02:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T13:32:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T17:17:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T17:47:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T18:09:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-09T18:09:10] entrance_light | OnOff.OnOff = True
[2026-07-09T18:09:27] living_room_ac | OnOff.OnOff = True
[2026-07-09T18:14:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:22:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:34:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T18:42:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:46:30] kitchen_cook_surface | OnOff.OnOff = True
[2026-07-09T18:54:16] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 重点房间 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
[2026-07-30T14:13:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T14:43:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T15:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:13:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:43:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:51:00] 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: 20

## 跨天活动摘要
- 2026-08-27: bathroom=51, entrance=230, master_bedroom=229, living_room=111, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-08-27T14:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T14:21:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T14:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T14:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T14:41:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T14:42:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T15:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T15:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T15:01:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T15:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-27T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-27T15:21:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T15:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-27T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0

## 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: 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: 18

## 设备事件日志
[2026-08-27T15:25:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T15:35:28] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T15:45:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-27T16:05:28] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T16:15:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T16:35:28] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-27T16:45:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-27T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-27T17:05:28] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T17:15:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T17:30:00] master_bedroom_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 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
[2026-07-09T15:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T15:34:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:54:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:59:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-09T15:59:02] front_door_contact | BooleanState.StateValue = False
[2026-07-09T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-09T16:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-09T16:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-09T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T17:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 重点房间 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: 21

## 设备事件日志
[2026-07-16T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-16T07:24:17] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T07:24:23] front_door_contact | BooleanState.StateValue = False
[2026-07-16T07:24:31] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-16T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T07:44:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T11:21:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T11:54:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T12:21:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-16T12:29:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T13:21:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T18:09:10] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T18:21:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T18:34:10] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T18:40:00] 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
[2026-08-26T14:13:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T14:43:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T14:43:18] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-26T15:13:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T15:13:18] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-26T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-26T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T15:43:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T15:43:18] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T16:13:13] bathroom_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: 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: 21

## 跨天活动摘要
- 2026-08-09: bathroom=58, living_room=194, entrance=51, master_bedroom=48, second_bedroom=48, kitchen=14

## 设备事件日志
[2026-08-09T13:36:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:06:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[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] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:36:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T14:41:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[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] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:01:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-09T15:06:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-09T15:21:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[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] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T15:36:51] bathroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 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: 19

## 跨天活动摘要
- 2026-08-17: bathroom=51, master_bedroom=232, entrance=232, living_room=111, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-08-17T14:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T14:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:21:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T14:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T14:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T14:41:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T15:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T15:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T15:01:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-17T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-17T15:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:21:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-17T15:30:00] living_room_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: 46

## 跨天活动摘要
- 2026-07-30: bathroom=61, bedroom=241, kitchen=238, entrance=231, living_room=210

## 设备事件日志
[2026-07-30T05:44:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T06:27:09] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T06:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T06:52:02] front_door_lock | DoorLock.LockState = 2
[2026-07-30T06:52:12] front_door_contact | BooleanState.StateValue = True
[2026-07-30T06:57:09] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T07:07:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T07:17:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T07:22:09] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T07:32:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T07:38:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T07:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T07:47:09] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T11:08:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T11:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T11:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T11:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T11:55:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:20:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T12:26:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T12:55:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T13:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T13:06:10] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T17:56:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:04:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:16:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:21:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:29:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T18:46:11] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:54:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T18:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T19:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T19:06:11] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 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: 18

## 设备事件日志
[2026-07-08T15:29:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T15:53:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T15:59:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-08T16:23:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T16:29:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-08T16:53:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-08T16:59:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-08T17:23:16] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T17:29:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T17:30:00] master_bedroom_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: 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
[2026-07-03T14:21:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T14:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T14:51:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T14:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-03T15:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-03T15:21:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-03T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T15:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:51:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T15:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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: 31

## 设备事件日志
[2026-08-11T15:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T15:31:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:45:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:47:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:51:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-11T16:04:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-11T16:08:38] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T16:14:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:22:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T16:38:38] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T16:44:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-11T16:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:52:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-11T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-11T17:08:38] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T17:14:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T17:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T17:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T17:22:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T17:30:00] living_room_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: 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
[2026-07-12T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-12T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T12:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-12T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T12:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T13:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T17:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:40:00] 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。