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
- 2026-07-24: balcony=3, master_bedroom=232, entrance=229, living_room=111, bathroom=49, second_bedroom=48

## 设备事件日志
[2026-07-24T15:15:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T15:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:55:00] front_door_lock | DoorLock.LockState = 2
[2026-07-24T15:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-24T16:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T16:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-24T16:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-24T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T17:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-24T17:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T17:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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
[2026-08-29T15:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:52:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T15:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-29T16:22:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-29T16:52:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-29T16:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-29T17:22:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-29T17:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-29T17:30:00] second_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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "intrusion",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "洗衣机已经结束"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}


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: 18

## 跨天活动摘要
- 2026-07-23: bathroom=56, bedroom=216, living_room=112, entrance=14, kitchen=8

## 设备事件日志
[2026-07-23T13:46:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T14:16:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T14:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T14:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T14:46:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:04:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T15:16:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:24:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:44:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:46:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:04:00] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "无人使用时浴室仍出现漏水信号",
  "reasoning": [
    "推理步骤1: 漏水信号持续出现",
    "推理步骤2: 前后没有对应的人体活动",
    "推理步骤3: 更像隐蔽渗漏而非使用溅水"
  ],
  "key_evidence": [
    "漏水信号持续出现",
    "前后没有对应的人体活动",
    "更像隐蔽渗漏而非使用溅水"
  ],
  "recommended_actions": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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: 26

## 设备事件日志
[2026-08-20T15:28:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-20T15:32:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T15:45:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T15:49:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T15:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T15:58:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-20T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-20T16:10:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-20T16:10:02] front_door_contact | BooleanState.StateValue = False
[2026-08-20T16:10:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:20:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-20T16:45:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:50:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-20T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-20T17:15:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:20:03] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-20T17:25:03] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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

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

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

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

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

## 跨天活动摘要
- 2026-08-24: bathroom=67, bedroom=243, kitchen=239, entrance=231, living_room=209

## 设备事件日志
[2026-08-24T13:35:05] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T14:05:05] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T14:20:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:20:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:21:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:35:05] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T14:40:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:40:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:00:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:01:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T15:05:05] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T15:20:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:20:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:21:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:25:00] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "无人使用时浴室仍出现漏水信号",
  "reasoning": [
    "推理步骤1: 漏水信号持续出现",
    "推理步骤2: 前后没有对应的人体活动",
    "推理步骤3: 更像隐蔽渗漏而非使用溅水"
  ],
  "key_evidence": [
    "漏水信号持续出现",
    "前后没有对应的人体活动",
    "更像隐蔽渗漏而非使用溅水"
  ],
  "recommended_actions": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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
[2026-07-29T14:21:10] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T14:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T14:51:10] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T14:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-29T15:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-29T15:21:10] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-29T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T15:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T15:51:10] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T15:53:00] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "无人使用时浴室仍出现漏水信号",
  "reasoning": [
    "推理步骤1: 漏水信号持续出现",
    "推理步骤2: 前后没有对应的人体活动",
    "推理步骤3: 更像隐蔽渗漏而非使用溅水"
  ],
  "key_evidence": [
    "漏水信号持续出现",
    "前后没有对应的人体活动",
    "更像隐蔽渗漏而非使用溅水"
  ],
  "recommended_actions": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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: 26

## 跨天活动摘要
- 2026-07-25: bathroom=63, bedroom=206, living_room=195, kitchen=14, entrance=3

## 设备事件日志
[2026-07-25T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-25T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T08:35:00] bathroom_light | OnOff.OnOff = True
[2026-07-25T11:22:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T11:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T11:49:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:06:00] kitchen_light | OnOff.OnOff = True
[2026-07-25T12:09:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-25T12:27:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-07-25T12:27:30] kitchen_window_contact | BooleanState.StateValue = False
[2026-07-25T12:29:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:49:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T12:52:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T13:52:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T17:52:11] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T17:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-25T18:03:00] kitchen_light | OnOff.OnOff = True
[2026-07-25T18:40:00] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "漏水传感器间歇性触发",
  "reasoning": [
    "推理步骤1: 同一传感器多次间歇性报漏水",
    "推理步骤2: 触发分散在不同时间段",
    "推理步骤3: 不像一次性溅水误报"
  ],
  "key_evidence": [
    "同一传感器多次间歇性报漏水",
    "触发分散在不同时间段",
    "不像一次性溅水误报"
  ],
  "recommended_actions": [
    "标记为隐蔽性漏水，建议检查管道和地漏。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "water_leak",
  "threat_description": "漏水传感器间歇性触发",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "标记为隐蔽性漏水，建议检查管道和地漏。"
  ]
}


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: 22

## 设备事件日志
[2026-07-20T15:26:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T15:30:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T15:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T15:50:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T15:52:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-20T16:00:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:04:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:20:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:24:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:27:00] front_door_lock | DoorLock.LockState = 2
[2026-07-20T16:30:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-20T16:50:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-20T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T17:01:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-20T17:02:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T17:21:00] master_bathroom_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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, master_bathroom_water_leak
- 已选事件数: 27

## 跨天活动摘要
- 2026-08-11: balcony=3, master_bedroom=232, kids_room=231, entrance=229, dining_room=220, living_room=113

## 设备事件日志
[2026-08-11T15:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:18:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T15:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:38:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:39:48] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T15:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-11T16:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:04:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:13:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T16:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:33:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:34:00] front_door_lock | DoorLock.LockState = 2
[2026-08-11T16:34:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:39:48] 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
[2026-08-11T16:54:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-11T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-11T17:04:03] kids_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, master_bathroom_water_leak
- 已选事件数: 28

## 跨天活动摘要
- 2026-07-03: balcony=3, master_bedroom=231, kids_room=231, entrance=225, dining_room=222, living_room=110

## 设备事件日志
[2026-07-03T15:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:24:15] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T15:25:20] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:29:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:45:20] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:49:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T15:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-03T16:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:24:15] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T16:25:20] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:29:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:32:00] front_door_lock | DoorLock.LockState = 2
[2026-07-03T16:32:18] kids_room_light | OnOff.OnOff = True
[2026-07-03T16:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:42:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-03T16:54:15] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T16:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-03T16:59:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T17:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T17:02:00] master_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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 19

## 设备事件日志
[2026-08-15T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T12:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T12:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T13:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T13:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T17:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T18:40:00] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "漏水传感器间歇性触发",
  "reasoning": [
    "推理步骤1: 同一传感器多次间歇性报漏水",
    "推理步骤2: 触发分散在不同时间段",
    "推理步骤3: 不像一次性溅水误报"
  ],
  "key_evidence": [
    "同一传感器多次间歇性报漏水",
    "触发分散在不同时间段",
    "不像一次性溅水误报"
  ],
  "recommended_actions": [
    "标记为隐蔽性漏水，建议检查管道和地漏。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "water_leak",
  "threat_description": "漏水传感器间歇性触发",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "标记为隐蔽性漏水，建议检查管道和地漏。"
  ]
}


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, master_bathroom_water_leak
- 已选事件数: 28

## 跨天活动摘要
- 2026-08-13: balcony=3, master_bedroom=232, kids_room=229, entrance=228, dining_room=218, living_room=113

## 设备事件日志
[2026-08-13T15:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:17:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:20:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T15:23:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:25:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:43:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:45:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:52:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-13T16:12:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:20:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T16:23:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:25:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:26:00] front_door_lock | DoorLock.LockState = 2
[2026-08-13T16:26:09] kids_room_light | OnOff.OnOff = True
[2026-08-13T16:36:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-13T16:45:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:51:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-13T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T17:02:00] master_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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}


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: 18

## 设备事件日志
[2026-08-24T14:05:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T14:31:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:31:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:34:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:35:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T14:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:51:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:54:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T14:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T15:05:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T15:11:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:11:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:14:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "无人使用时浴室仍出现漏水信号",
  "reasoning": [
    "推理步骤1: 漏水信号持续出现",
    "推理步骤2: 前后没有对应的人体活动",
    "推理步骤3: 更像隐蔽渗漏而非使用溅水"
  ],
  "key_evidence": [
    "漏水信号持续出现",
    "前后没有对应的人体活动",
    "更像隐蔽渗漏而非使用溅水"
  ],
  "recommended_actions": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "intrusion",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "漏水信号持续出现"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}


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: 27

## 跨天活动摘要
- 2026-08-08: bathroom=59, bedroom=206, living_room=197, kitchen=14, entrance=3

## 设备事件日志
[2026-08-08T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-08T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:40:00] bathroom_light | OnOff.OnOff = True
[2026-08-08T11:39:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T11:40:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T11:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T11:56:00] kitchen_light | OnOff.OnOff = True
[2026-08-08T12:05:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:09:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:19:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-08T12:28:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-08T12:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:39:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T12:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T13:39:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T17:59:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T18:03:30] kitchen_cook_surface | OnOff.OnOff = True
[2026-08-08T18:40:00] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "漏水传感器间歇性触发",
  "reasoning": [
    "推理步骤1: 同一传感器多次间歇性报漏水",
    "推理步骤2: 触发分散在不同时间段",
    "推理步骤3: 不像一次性溅水误报"
  ],
  "key_evidence": [
    "同一传感器多次间歇性报漏水",
    "触发分散在不同时间段",
    "不像一次性溅水误报"
  ],
  "recommended_actions": [
    "标记为隐蔽性漏水，建议检查管道和地漏。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "high",
  "threat_type": "water_leak",
  "threat_description": "漏水传感器间歇性触发",
  "reasoning": [
    "推理步骤1: 日志中出现了不存在的额外报警事件。"
  ],
  "key_evidence": [
    "我假设看到了一个未在日志中出现的 critical 告警。"
  ],
  "recommended_actions": [
    "标记为隐蔽性漏水，建议检查管道和地漏。"
  ]
}


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer, master_bathroom_water_leak
- 已选事件数: 27

## 跨天活动摘要
- 2026-08-03: balcony=3, master_bedroom=232, entrance=229, kids_room=226, dining_room=220, living_room=113

## 设备事件日志
[2026-08-03T15:15:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T15:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T15:35:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T15:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T15:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T15:41:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T15:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-03T16:01:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:07:37] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T16:10:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:27:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-03T16:27:11] kids_room_light | OnOff.OnOff = True
[2026-08-03T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T16:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:32:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:41:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:42:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-03T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-03T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T17:01:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-03T17:02:03] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "洗衣结束后延迟出现漏水",
  "reasoning": [
    "推理步骤1: 洗衣机已经结束",
    "推理步骤2: 延迟若干分钟后出现漏水",
    "推理步骤3: 符合排水管或残余渗漏模式"
  ],
  "key_evidence": [
    "洗衣机已经结束",
    "延迟若干分钟后出现漏水",
    "符合排水管或残余渗漏模式"
  ],
  "recommended_actions": [
    "按排水系统异常处理，建议检查洗衣机和排水管。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "intrusion",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "洗衣机已经结束"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}


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
[2026-07-09T06:21:12] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T06:35:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T06:51:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T06:52:09] front_door_lock | DoorLock.LockState = 2
[2026-07-09T06:52:15] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-09T07:00:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T07:07:12] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T07:20:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T07:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T07:32:12] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T07:51:12] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T11:51:12] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T11:57:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:11:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:17:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:22:00] living_room_light | OnOff.OnOff = False
[2026-07-09T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T12:41:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:46:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T12:51:12] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T12:57:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:12:15] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:16:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:37:15] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-09T18:41:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T18:51:12] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T18:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T19:02:15] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T19:06:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T19:11:03] entrance_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "漏水传感器间歇性触发",
  "reasoning": [
    "推理步骤1: 同一传感器多次间歇性报漏水",
    "推理步骤2: 触发分散在不同时间段",
    "推理步骤3: 不像一次性溅水误报"
  ],
  "key_evidence": [
    "同一传感器多次间歇性报漏水",
    "触发分散在不同时间段",
    "不像一次性溅水误报"
  ],
  "recommended_actions": [
    "标记为隐蔽性漏水，建议检查管道和地漏。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "intrusion",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "同一传感器多次间歇性报漏水"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}


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: 18

## 设备事件日志
[2026-07-10T14:20:34] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T14:31:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:33:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:33:12] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:50:34] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T14:51:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:53:12] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T15:11:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:13:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:13:12] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T15:20:34] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "无人使用时浴室仍出现漏水信号",
  "reasoning": [
    "推理步骤1: 漏水信号持续出现",
    "推理步骤2: 前后没有对应的人体活动",
    "推理步骤3: 更像隐蔽渗漏而非使用溅水"
  ],
  "key_evidence": [
    "漏水信号持续出现",
    "前后没有对应的人体活动",
    "更像隐蔽渗漏而非使用溅水"
  ],
  "recommended_actions": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}

Rejected response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "这些变化仍可视为正常波动。",
  "reasoning": [
    "推理步骤1: 没有看到必须报警的直接证据。"
  ],
  "key_evidence": [
    "设备状态变化幅度看起来仍在可接受范围内。"
  ],
  "recommended_actions": [
    "保持观察即可。"
  ]
}


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
[2026-08-10T13:55:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:25:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T14:55:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-10T15:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-10T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-10T15:25:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T15:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T15:53:00] 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。

Chosen response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "water_leak",
  "threat_description": "无人使用时浴室仍出现漏水信号",
  "reasoning": [
    "推理步骤1: 漏水信号持续出现",
    "推理步骤2: 前后没有对应的人体活动",
    "推理步骤3: 更像隐蔽渗漏而非使用溅水"
  ],
  "key_evidence": [
    "漏水信号持续出现",
    "前后没有对应的人体活动",
    "更像隐蔽渗漏而非使用溅水"
  ],
  "recommended_actions": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "low",
  "threat_type": "intrusion",
  "threat_description": "存在异常，但原因更可能属于其他类别。",
  "reasoning": [
    "推理步骤1: 日志里有异常，但我把它归因为另一类威胁。"
  ],
  "key_evidence": [
    "漏水信号持续出现"
  ],
  "recommended_actions": [
    "建议按该错误类别处理。"
  ]
}


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_occupancy, bathroom_water_leak
- 已选事件数: 29

## 设备事件日志
[2026-07-08T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T06:01:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T10:05:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T14:35:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T19:05:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T20:05:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T20:30:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:30:02] bathroom_light | OnOff.OnOff = True
[2026-07-08T20:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:36:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:42:00] bathroom_light | OnOff.OnOff = False
[2026-07-08T20:42:12] front_door_contact | BooleanState.StateValue = True
[2026-07-08T20:42:13] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-08T20:42:13] front_door_lock | DoorLock.LockState = 1
[2026-07-08T20:42:20] bedroom_light | OnOff.OnOff = True
[2026-07-08T20:42:24] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-08T20:42:32] bedroom_light | OnOff.OnOff = False
[2026-07-08T20:43:59] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T20:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:56:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:57:06] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T20:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-08T21:13:59] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "key_evidence": [
    "正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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_occupancy, bathroom_water_leak
- 已选事件数: 28

## 设备事件日志
[2026-07-22T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T05:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T07:00:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T12:00:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T17:00:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T20:00:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T20:27:07] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:27:07] bathroom_light | OnOff.OnOff = True
[2026-07-22T20:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:38:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:47:00] bathroom_light | OnOff.OnOff = False
[2026-07-22T20:47:07] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:47:14] front_door_contact | BooleanState.StateValue = True
[2026-07-22T20:47:15] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-22T20:47:15] front_door_lock | DoorLock.LockState = 1
[2026-07-22T20:47:16] bedroom_light | OnOff.OnOff = True
[2026-07-22T20:47:26] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-22T20:47:30] bedroom_light | OnOff.OnOff = False
[2026-07-22T20:47:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-22T20:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:57:09] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:58:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T20:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-22T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-22T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "key_evidence": [
    "正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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_occupancy, bathroom_water_leak
- 已选事件数: 19

## 设备事件日志
[2026-08-22T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T08:54:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T11:17:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T15:47:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T20:17:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T20:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T20:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T20:47:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T20:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T20:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-22T21:16:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-22T21:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T21:17:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T21:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T21:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T21:38:00] 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。

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "key_evidence": [
    "正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}