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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 36

## 跨天活动摘要
- 2026-08-10: bathroom=58, living_room=111, bedroom=72, entrance=14, kitchen=8

## 设备事件日志
[2026-08-10T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T06:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T06:32:09] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T06:32:09] bathroom_light | OnOff.OnOff = True
[2026-08-10T06:34:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T06:52:09] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T06:55:00] bathroom_light | OnOff.OnOff = False
[2026-08-10T06:55:13] kitchen_light | OnOff.OnOff = True
[2026-08-10T06:55:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:04:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-10T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-10T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-10T07:25:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:30:00] kitchen_light | OnOff.OnOff = False
[2026-08-10T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:30:04] bedroom_light | OnOff.OnOff = False
[2026-08-10T07:30:13] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-10T07:30:13] front_door_lock | DoorLock.LockState = 2
[2026-08-10T07:30:15] front_door_contact | BooleanState.StateValue = False
[2026-08-10T07:30:17] front_door_contact | BooleanState.StateValue = True
[2026-08-10T07:30:18] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-10T07:30:18] front_door_lock | DoorLock.LockState = 1
[2026-08-10T07:34:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T07:55:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T08:25:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T10:25:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T14:55:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T19:25:40] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-10T23:25:40] bathroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 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
- 已选事件数: 18

## 设备事件日志
[2026-07-25T15:30:00] living_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] 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] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:00:00] 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] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-25T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-25T16:47:00] balcony_door_contact | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 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
- 已选事件数: 19

## 设备事件日志
[2026-08-25T15:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T15:34:33] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T15:54:33] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-25T16:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T16:08:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-25T16:08:02] front_door_contact | BooleanState.StateValue = False
[2026-08-25T16:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T16:33:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-25T16:47:00] balcony_door_contact | BooleanState.StateValue = False
[2026-08-25T16:53:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T17:04:00] master_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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

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

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

## 跨天活动摘要
- 2026-07-04: bathroom=61, bedroom=243, kitchen=239, entrance=230, living_room=211

## 设备事件日志
[2026-07-04T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T06:58:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T11:28:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T15:58:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T19:58:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T20:25:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:28:02] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T20:29:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:37:00] living_room_light | OnOff.OnOff = False
[2026-07-04T20:37:00] bathroom_light | OnOff.OnOff = False
[2026-07-04T20:37:04] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:37:04] bathroom_light | OnOff.OnOff = True
[2026-07-04T20:37:11] front_door_contact | BooleanState.StateValue = True
[2026-07-04T20:37:12] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-04T20:37:12] front_door_lock | DoorLock.LockState = 1
[2026-07-04T20:37:20] bedroom_light | OnOff.OnOff = True
[2026-07-04T20:37:23] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-04T20:37:30] bedroom_light | OnOff.OnOff = False
[2026-07-04T20:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:47:04] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T20:49:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:07:04] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:08:33] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T21:09:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-04T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

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

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


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

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

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

## 家庭环境信息
家庭布局: 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_occupancy, bathroom_water_leak
- 已选事件数: 22

## 跨天活动摘要
- 2026-07-02: bathroom=51, master_bedroom=232, entrance=226, living_room=110, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-07-02T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T12:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T20:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T20:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T20:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T20:26:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T20:45:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T20:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T20:46:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T21:05:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T21:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T21:06:04] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-02T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

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

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


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

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

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

## 家庭环境信息
家庭布局: 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
- 已选事件数: 19

## 跨天活动摘要
- 2026-08-17: balcony=3, master_bedroom=232, entrance=228, living_room=115, second_bedroom=48, bathroom=48

## 设备事件日志
[2026-08-17T15:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:18:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T15:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:38:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:58:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T15:58:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-17T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-17T16:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T16:18:18] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-17T16:28:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-17T16:28:00] front_door_lock | DoorLock.LockState = 2
[2026-08-17T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-17T16:47:00] balcony_door_contact | BooleanState.StateValue = False

## 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 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_occupancy, bathroom_water_leak
- 已选事件数: 22

## 跨天活动摘要
- 2026-07-21: bathroom=51, master_bedroom=233, entrance=226, living_room=109, second_bedroom=48, kitchen=11

## 设备事件日志
[2026-07-21T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T12:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T20:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T20:25:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T20:25:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T20:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T20:45:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T20:45:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T20:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T21:05:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T21:05:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T21:07:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-21T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

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

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


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

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

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

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

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

## 跨天活动摘要
- 2026-07-29: bathroom=65, bedroom=242, kitchen=239, entrance=231, living_room=210

## 设备事件日志
[2026-07-29T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T06:29:15] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T10:59:15] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T15:29:15] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T19:59:15] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T20:27:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:27:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:28:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:29:15] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T20:38:00] living_room_light | OnOff.OnOff = False
[2026-07-29T20:38:09] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:38:09] bathroom_light | OnOff.OnOff = True
[2026-07-29T20:47:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:47:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:48:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T20:53:00] bathroom_light | OnOff.OnOff = False
[2026-07-29T20:53:08] front_door_contact | BooleanState.StateValue = True
[2026-07-29T20:53:09] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-29T20:53:09] front_door_lock | DoorLock.LockState = 1
[2026-07-29T20:53:10] bedroom_light | OnOff.OnOff = True
[2026-07-29T20:53:14] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-29T20:53:20] bedroom_light | OnOff.OnOff = False
[2026-07-29T20:54:30] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-29T21:07:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T21:07:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T21:08:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-29T21:13:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-29T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

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

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


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

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

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

## 家庭环境信息
家庭布局: 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
- 已选事件数: 21

## 设备事件日志
[2026-08-11T15:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:28:21] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T15:39:49] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T15:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T15:44:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-11T16:01:00] front_door_lock | DoorLock.LockState = 2
[2026-08-11T16:01:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:01:12] kids_room_light | OnOff.OnOff = True
[2026-08-11T16:09:49] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-11T16:14:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:21:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:34:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:41:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-11T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-11T16:47:00] balcony_door_contact | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 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
- 已选事件数: 20

## 跨天活动摘要
- 2026-07-07: balcony=3, master_bedroom=228, entrance=225, living_room=116, second_bedroom=48, bathroom=48

## 设备事件日志
[2026-07-07T15:15:33] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T15:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T15:35:33] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T15:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T15:55:33] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T15:56:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-07T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-07T16:09:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-07T16:09:00] front_door_lock | DoorLock.LockState = 2
[2026-07-07T16:09:02] front_door_contact | BooleanState.StateValue = False
[2026-07-07T16:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T16:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-07T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-07T16:47:00] balcony_door_contact | BooleanState.StateValue = False

## 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 31

## 跨天活动摘要
- 2026-08-26: bathroom=62, living_room=111, bedroom=66, entrance=14, kitchen=8

## 设备事件日志
[2026-08-26T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:50:07] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T09:12:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T13:42:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T18:12:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T19:42:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T20:12:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T20:29:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T20:30:35] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T20:42:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T20:49:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T21:00:35] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T21:09:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-26T21:12:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T21:16:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-26T21:29:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T21:30:35] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T21:42:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T21:47:00] living_room_light_1 | OnOff.OnOff = False
[2026-08-26T21:47:05] entrance_light | OnOff.OnOff = False
[2026-08-26T21:47:12] living_room_ac | OnOff.OnOff = False
[2026-08-26T21:47:16] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T21:47:18] bedroom_light | OnOff.OnOff = True
[2026-08-26T21:47:25] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-26T21:47:30] front_door_contact | BooleanState.StateValue = True
[2026-08-26T21:47:31] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-26T21:47:31] front_door_lock | DoorLock.LockState = 1
[2026-08-26T21:49:06] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

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

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


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

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

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

## 家庭环境信息
家庭布局: 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_occupancy, bathroom_water_leak
- 已选事件数: 33

## 跨天活动摘要
- 2026-08-26: bathroom=57, entrance=231, living_room=110, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-08-26T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T06:50:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T06:50:03] bathroom_light | OnOff.OnOff = True
[2026-08-26T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:07:00] bathroom_light | OnOff.OnOff = False
[2026-08-26T07:07:15] kitchen_light | OnOff.OnOff = True
[2026-08-26T07:08:12] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-26T07:16:00] kitchen_light | OnOff.OnOff = False
[2026-08-26T07:16:12] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T07:16:19] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-26T07:16:19] front_door_lock | DoorLock.LockState = 2
[2026-08-26T07:16:21] front_door_contact | BooleanState.StateValue = False
[2026-08-26T07:16:29] front_door_contact | BooleanState.StateValue = True
[2026-08-26T07:16:30] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-26T07:16:30] front_door_lock | DoorLock.LockState = 1
[2026-08-26T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-26T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-26T07:36:22] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-26T07:38:12] 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

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

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

## 设备事件日志
[2026-08-09T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T05:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T06:01:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T06:07:00] bathroom_light | OnOff.OnOff = False
[2026-08-09T06:08:33] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T06:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T06:37:10] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T06:38:33] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T06:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T06:57:10] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T06:58:00] kitchen_light | OnOff.OnOff = False
[2026-08-09T06:58:08] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-09T06:58:08] front_door_lock | DoorLock.LockState = 2
[2026-08-09T06:58:10] front_door_contact | BooleanState.StateValue = False
[2026-08-09T06:58:10] front_door_contact | BooleanState.StateValue = True
[2026-08-09T06:58:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T06:58:11] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-09T06:58:11] front_door_lock | DoorLock.LockState = 1
[2026-08-09T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T07:08:33] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-09T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-09T07:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T07:17:10] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-09T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-09T07:18:11] entrance_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

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

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

## 跨天活动摘要
- 2026-08-25: bathroom=63, bedroom=242, kitchen=239, entrance=231, living_room=210

## 设备事件日志
[2026-08-25T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T05:44:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T05:44:00] bathroom_light | OnOff.OnOff = True
[2026-08-25T06:04:00] bathroom_light | OnOff.OnOff = False
[2026-08-25T06:04:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:05:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:29:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:35:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T06:37:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-08-25T06:46:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:49:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:51:00] kitchen_light | OnOff.OnOff = False
[2026-08-25T06:51:10] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-25T06:51:10] front_door_lock | DoorLock.LockState = 2
[2026-08-25T06:51:12] front_door_contact | BooleanState.StateValue = False
[2026-08-25T06:51:12] front_door_contact | BooleanState.StateValue = True
[2026-08-25T06:51:13] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T06:51:13] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-25T06:51:13] front_door_lock | DoorLock.LockState = 1
[2026-08-25T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:05:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:06:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:09:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:11:13] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-25T07:26:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T07:29:08] kitchen_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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 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_occupancy, bathroom_water_leak
- 已选事件数: 32

## 跨天活动摘要
- 2026-07-17: bathroom=59, entrance=231, living_room=113, master_bedroom=48, second_bedroom=48, kitchen=8

## 设备事件日志
[2026-07-17T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:26:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T06:26:03] bathroom_light | OnOff.OnOff = True
[2026-07-17T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:46:03] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T06:50:00] bathroom_light | OnOff.OnOff = False
[2026-07-17T06:50:05] kitchen_light | OnOff.OnOff = True
[2026-07-17T06:51:25] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-17T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-17T07:19:00] kitchen_light | OnOff.OnOff = False
[2026-07-17T07:19:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T07:19:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-17T07:19:16] front_door_lock | DoorLock.LockState = 2
[2026-07-17T07:19:18] front_door_contact | BooleanState.StateValue = False
[2026-07-17T07:19:22] front_door_contact | BooleanState.StateValue = True
[2026-07-17T07:19:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-17T07:19:23] front_door_lock | DoorLock.LockState = 1
[2026-07-17T07:21:25] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 30

## 设备事件日志
[2026-07-17T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T06:44:05] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T06:44:05] bathroom_light | OnOff.OnOff = True
[2026-07-17T06:45:45] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:50:00] bathroom_light | OnOff.OnOff = False
[2026-07-17T06:50:12] kitchen_light | OnOff.OnOff = True
[2026-07-17T06:51:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-17T07:15:45] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:16:00] kitchen_light | OnOff.OnOff = False
[2026-07-17T07:16:08] bedroom_light | OnOff.OnOff = False
[2026-07-17T07:16:18] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-17T07:16:18] front_door_lock | DoorLock.LockState = 2
[2026-07-17T07:16:20] front_door_contact | BooleanState.StateValue = False
[2026-07-17T07:16:25] front_door_contact | BooleanState.StateValue = True
[2026-07-17T07:16:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-17T07:16:26] front_door_lock | DoorLock.LockState = 1
[2026-07-17T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-17T07:21:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:45:45] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T07:51:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T08:21:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T10:21:51] bathroom_occupancy | OccupancySensing.Occupancy = 0

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

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

## 跨天活动摘要
- 2026-08-01: bathroom=51, living_room=48, master_bedroom=48, second_bedroom=48, entrance=48

## 设备事件日志
[2026-08-01T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T12:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T20:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T20:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T20:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T20:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-01T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-01T21:16:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-01T21:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-01T21:30:00] entrance_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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "key_evidence": [
    "正常样本有浴室使用上下文；异常样本无人在场但漏水重复持续。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

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


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

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

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

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

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

## 跨天活动摘要
- 2026-08-08: bathroom=63, bedroom=208, living_room=196, kitchen=14, entrance=3

## 设备事件日志
[2026-08-08T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-08T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-08T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T08:34:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T08:34:00] bathroom_light | OnOff.OnOff = True
[2026-08-08T09:14:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-08T12:53:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T17:23:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T21:53:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-08T23:53:06] bathroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 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
- 已选事件数: 33

## 跨天活动摘要
- 2026-08-06: balcony=3, master_bedroom=231, entrance=231, kids_room=228, master_bathroom=224, dining_room=221

## 设备事件日志
[2026-08-06T15:15:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:20:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:22:20] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T15:35:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:40:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:42:20] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:55:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T15:56:00] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-06T15:56:02] front_door_contact | BooleanState.StateValue = False
[2026-08-06T15:57:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-06T16:00:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:01:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:15:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:20:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:21:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T16:35:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:37:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:40:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:41:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-06T16:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T16:47:00] balcony_door_contact | BooleanState.StateValue = False

## 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": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本洗衣结束后住户去阳台处理衣物；异常样本结束后延迟出现漏水信号。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

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

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

## 设备事件日志
[2026-08-06T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T06:01:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:07:00] bathroom_light | OnOff.OnOff = False
[2026-08-06T06:08:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T06:37:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:38:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T06:57:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:59:00] kitchen_light | OnOff.OnOff = False
[2026-08-06T06:59:08] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-06T06:59:08] front_door_lock | DoorLock.LockState = 2
[2026-08-06T06:59:10] front_door_contact | BooleanState.StateValue = False
[2026-08-06T06:59:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T06:59:18] front_door_contact | BooleanState.StateValue = True
[2026-08-06T06:59:19] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-06T06:59:19] front_door_lock | DoorLock.LockState = 1
[2026-08-06T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T07:08:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-06T07:17:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T07:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-06T07:19:11] entrance_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "正常样本有明确使用上下文且很快恢复；异常样本在多时段重复触发。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}