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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 37

## 跨天活动摘要
- 2026-07-14: bathroom=51, entrance=230, master_bedroom=229, living_room=114, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-07-14T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T06:34:36] kitchen_cook_surface | OnOff.OnOff = True
[2026-07-14T06:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T07:07:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-07-14T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-14T07:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:20:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-14T07:20:27] front_door_contact | BooleanState.StateValue = True
[2026-07-14T07:25:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T07:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T11:43:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T12:05:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-14T12:25:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T12:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T12:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T12:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T13:00:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T13:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T17:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T18:00:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T18:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T18:20:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T18:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T18:38:00] kitchen_light | OnOff.OnOff = True
[2026-07-14T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-14T18:40:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T18:45:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T18:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T19:10:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T19:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 33

## 跨天活动摘要
- 2026-08-25: bathroom=59, entrance=229, living_room=110, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-08-25T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:37:08] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:57:08] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:04:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:32:10] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:32:14] front_door_contact | BooleanState.StateValue = False
[2026-08-25T07:32:19] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-25T08:04:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T11:34:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T11:52:15] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T12:12:15] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T12:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T12:34:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T12:47:15] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T13:07:15] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T17:34:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T18:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T18:12:15] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:22:02] front_door_contact | BooleanState.StateValue = False
[2026-08-25T18:22:10] entrance_light | OnOff.OnOff = True
[2026-08-25T18:22:24] living_room_ac | OnOff.OnOff = True
[2026-08-25T18:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T18:32:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:40:00] 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": "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
[2026-08-19T13:59:14] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T14:29:14] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T14:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:30:14] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:32:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:33:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:50:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:50:14] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:52:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:53:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T14:59:14] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-19T15:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T15:10:14] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T15:12:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T15:13:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-19T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

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: 25

## 设备事件日志
[2026-07-21T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T06:40:10] bathroom_light | OnOff.OnOff = True
[2026-07-21T06:59:00] bathroom_light | OnOff.OnOff = False
[2026-07-21T06:59:39] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-21T07:32:00] kitchen_light | OnOff.OnOff = False
[2026-07-21T07:32:22] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-21T07:32:24] front_door_contact | BooleanState.StateValue = False
[2026-07-21T07:32:29] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-21T07:40:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T07:59:39] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T11:59:39] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-21T12:40:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T12:59:39] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T17:59:39] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T18:05:00] front_door_lock | DoorLock.LockState = 2
[2026-07-21T18:05:02] front_door_contact | BooleanState.StateValue = False
[2026-07-21T18:05:17] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T18:05:23] living_room_ac | OnOff.OnOff = True
[2026-07-21T18:10:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_water_leak
- 已选事件数: 21

## 跨天活动摘要
- 2026-07-30: bathroom=56, entrance=233, living_room=109, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-07-30T13:39:21] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:09:21] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:21:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:39:21] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T14:41:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:01:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T15:09:21] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T15:21:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-30T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:39:21] bathroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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

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": "high",
  "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: 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": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}


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: 27

## 设备事件日志
[2026-08-24T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T06:33:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T06:48:00] bathroom_light | OnOff.OnOff = False
[2026-08-24T06:48:14] kitchen_light | OnOff.OnOff = True
[2026-08-24T06:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T07:19:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T07:30:00] kitchen_light | OnOff.OnOff = False
[2026-08-24T07:30:15] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-24T07:30:20] front_door_contact | BooleanState.StateValue = True
[2026-08-24T07:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T07:49:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T11:49:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T12:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T12:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T12:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T17:49:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-24T18:13:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:18:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:33:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:38:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-24T18:53:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T18:58:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-24T19:07:00] kitchen_light | OnOff.OnOff = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

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: 40

## 设备事件日志
[2026-07-08T06:21:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T06:41:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T06:45:10] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T07:06:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T07:07:06] front_door_contact | BooleanState.StateValue = False
[2026-07-08T07:07:08] front_door_lock | DoorLock.LockState = 1
[2026-07-08T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-08T07:10:10] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T07:17:07] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T07:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T07:35:10] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T07:42:07] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T07:51:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T11:51:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T11:57:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:01:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:06:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:11:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:17:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:21:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-08T12:31:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T12:51:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T12:57:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:13:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:16:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:21:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-08T18:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:33:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:38:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-08T18:41:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T18:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T19:03:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T19:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-08T19:13:00] 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": "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: 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: 16

## 设备事件日志
[2026-08-07T14:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T14:31:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:51:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T14:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T15:11:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T15:25:00] 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": "high",
  "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: 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": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}


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

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

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

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

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

## 跨天活动摘要
- 2026-07-10: bathroom=61, bedroom=242, kitchen=240, entrance=231, living_room=209

## 设备事件日志
[2026-07-10T13:56:59] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T14:20:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:20:19] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:26:59] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T14:40:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:40:19] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:42:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T14:56:59] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T15:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:00:19] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:02:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:04:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T15:20:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:20:19] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:22:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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

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: 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
- 2026-07-30: balcony=3, master_bedroom=230, kids_room=228, entrance=228, dining_room=222, living_room=111

## 设备事件日志
[2026-07-30T15:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:17:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:20:46] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:23:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:43:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:52:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-30T16:11:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:12:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:15:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-30T16:15:02] front_door_contact | BooleanState.StateValue = False
[2026-07-30T16:15:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:20:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:20:46] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T16:32:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:35:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-30T16:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-30T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T17:02:00] 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": "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: 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
- 2026-07-24: balcony=3, master_bedroom=229, kids_room=227, entrance=226, dining_room=219, living_room=113

## 设备事件日志
[2026-07-24T15:15:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:23:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T15:25:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:28:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T15:45:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:48:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:55:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T15:56:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-24T16:15:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:17:00] front_door_lock | DoorLock.LockState = 2
[2026-07-24T16:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:17:15] kids_room_light | OnOff.OnOff = True
[2026-07-24T16:25:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T16:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-24T16:45:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:53:59] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T16:56:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:57:05] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-24T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-24T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-24T17:02:00] 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": "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: 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
- 2026-08-13: balcony=3, master_bedroom=232, entrance=232, living_room=116, bathroom=49, second_bedroom=48

## 设备事件日志
[2026-08-13T15:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T15:34:36] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T15:54:36] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:00:00] front_door_lock | DoorLock.LockState = 2
[2026-08-13T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-13T16:00:02] front_door_contact | BooleanState.StateValue = False
[2026-08-13T16:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T16:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-13T16:50:03] entrance_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] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T17:02:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-13T17:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T17:30:03] 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": "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 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: 22

## 跨天活动摘要
- 2026-07-06: balcony=3, master_bedroom=231, entrance=227, living_room=114, bathroom=49, second_bedroom=48

## 设备事件日志
[2026-07-06T15:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T15:34:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T15:54:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-06T16:01:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:12:00] front_door_lock | DoorLock.LockState = 2
[2026-07-06T16:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T16:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-06T16:51:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-06T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-06T17:02:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T17:22:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T17:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T17:31:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

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: 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
[2026-08-06T13:58:20] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T14:28:20] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T14:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:30:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:33:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:50:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:50:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:53:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T14:58:20] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T15:05:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-06T15:10:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:10:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:10:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:13:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:15:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-06T15:25:00] bathroom_water_leak | BooleanState.StateValue = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

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": "high",
  "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: 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": [
    "判定为无人时漏水异常，建议立即检查供水与排水。"
  ]
}


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: 20

## 跨天活动摘要
- 2026-07-11: balcony=3, living_room=197, bathroom=55, entrance=51, master_bedroom=48, second_bedroom=48

## 设备事件日志
[2026-07-11T15:15:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T15:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T15:35:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T15:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-11T16:05:13] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T16:15:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T16:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-11T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-11T17:02:00] 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": "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 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: 15

## 设备事件日志
[2026-07-05T15:26:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-05T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T15:46:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-05T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-05T16:11:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-05T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T16:31:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-05T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-05T16:56:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-05T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-05T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T17:02:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-05T17:16:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-05T17:30:00] 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: 三室两厅 (3BR)
- 重点房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备
- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]

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

## 设备事件日志
[2026-07-25T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-25T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-25T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-25T17:02:00] master_bathroom_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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

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: 19

## 设备事件日志
[2026-07-30T15:25:17] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T15:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T15:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-30T16:00:17] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:11:00] front_door_lock | DoorLock.LockState = 2
[2026-07-30T16:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T16:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T16:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-30T16:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-07-30T17:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-30T17:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-30T17:02:00] 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": "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: 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: 28

## 设备事件日志
[2026-08-25T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:32:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:45:00] bathroom_light | OnOff.OnOff = False
[2026-08-25T06:45:10] kitchen_light | OnOff.OnOff = True
[2026-08-25T07:04:41] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:10:00] kitchen_light | OnOff.OnOff = False
[2026-08-25T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T07:10:04] bedroom_light | OnOff.OnOff = False
[2026-08-25T07:10:14] front_door_lock | DoorLock.LockState = 2
[2026-08-25T07:10:22] front_door_contact | BooleanState.StateValue = True
[2026-08-25T07:10:23] front_door_lock | DoorLock.LockState = 1
[2026-08-25T07:15:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T08:15:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T11:45:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T12:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T12:34:41] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T12:45:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T13:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T17:45:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T18:15:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T18:29:00] front_door_lock | DoorLock.LockState = 2
[2026-08-25T18:29:11] entrance_light | OnOff.OnOff = True
[2026-08-25T18:29:20] living_room_light_1 | OnOff.OnOff = True
[2026-08-25T18:29:24] living_room_ac | Thermostat.SystemMode = 3
[2026-08-25T18:34:16] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T18:40:00] bathroom_water_leak | BooleanState.StateValue = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

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: 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: 34

## 设备事件日志
[2026-08-11T06:01:00] bathroom_light | OnOff.OnOff = False
[2026-08-11T06:42:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T06:46:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T06:59:00] kitchen_light | OnOff.OnOff = False
[2026-08-11T06:59:08] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T07:07:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T07:10:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-11T07:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T07:32:30] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T11:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T11:59:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:02:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:14:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:24:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:25:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-11T12:27:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:44:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:54:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T12:59:04] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:02:30] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T18:05:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:12:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:17:18] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:24:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:25:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:32:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:40:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-11T18:42:18] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:50:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T18:57:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T19:02:18] living_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

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: 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: 20

## 跨天活动摘要
- 2026-08-15: balcony=3, living_room=192, bathroom=55, entrance=51, master_bedroom=48, second_bedroom=48

## 设备事件日志
[2026-08-15T15:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T15:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T15:38:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T15:58:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-15T16:08:43] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T16:18:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T16:38:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-15T16:58:00] balcony_door_contact | BooleanState.StateValue = True
[2026-08-15T17:02:00] 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": "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。"
  ]
}