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 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 24

## 跨天活动摘要
- 2026-07-20: master_bathroom=56, entrance=229, master_bedroom=228, kids_room=226, dining_room=218, living_room=110

## 设备事件日志
[2026-07-20T09:37:06] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T10:21:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T10:22:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T10:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T10:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T10:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T11:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-20T11:07:06] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T11:11:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:12:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-20T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-07-20T11:31:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:32:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T11:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T12:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T12:07:06] master_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。


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 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 20

## 设备事件日志
[2026-08-03T10:16:33] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T10:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T10:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T10:47:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T10:48:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-03T11:07:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:08:23] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:16:33] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T11:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-03T11:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-08-03T11:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:47:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T11:48:23] 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。


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 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 28

## 设备事件日志
[2026-08-05T09:57:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:17:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-05T10:30:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:35:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:37:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:50:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:55:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:57:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T10:59:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-05T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-05T11:10:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:15:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:17:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-05T11:19:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-05T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-08-05T11:30:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:35:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:37:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-05T11:39:00] kids_room_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 24

## 跨天活动摘要
- 2026-07-21: master_bathroom=57, master_bedroom=232, kids_room=231, entrance=231, dining_room=223, living_room=114

## 设备事件日志
[2026-07-21T09:38:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T10:20:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T10:22:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T10:39:31] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T10:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T10:59:31] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T11:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-21T11:08:02] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T11:10:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:12:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-21T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-07-21T11:30:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:32:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:39:31] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T11:59:31] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T12:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T12:08:02] master_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。


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 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 26

## 跨天活动摘要
- 2026-07-10: master_bathroom=57, entrance=232, kids_room=230, master_bedroom=228, dining_room=218, living_room=114

## 设备事件日志
[2026-07-10T09:40:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T10:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T10:22:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T10:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T10:41:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T10:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:01:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:04:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T11:10:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T11:12:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-10T11:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-10T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-07-10T11:32:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:41:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T11:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T12:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T12:01:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-10T12:04:00] kids_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 22

## 设备事件日志
[2026-08-21T10:10:41] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-21T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T10:31:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T10:33:32] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T10:40:41] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-21T10:43:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T10:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-21T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-21T11:03:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-21T11:10:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:11:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:13:32] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-21T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-08-21T11:31:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:33:32] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:40:41] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-21T11:43:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-21T11:50:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 25

## 设备事件日志
[2026-07-18T10:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T10:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T10:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T10:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-18T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-18T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T11:30:00] kitchen_water_leak | BooleanState.StateValue = True

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 33

## 跨天活动摘要
- 2026-07-14: master_bathroom=226, entrance=231, kids_room=230, master_bedroom=228, dining_room=221, living_room=113

## 设备事件日志
[2026-07-14T09:36:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T09:56:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:16:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:25:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:26:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T10:41:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:45:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:46:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T10:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T11:01:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:02:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-14T11:05:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:06:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:08:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-14T11:21:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:22:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:25:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:26:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-07-14T11:41:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:42:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:45:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:46:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T11:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 21

## 设备事件日志
[2026-07-23T10:22:16] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T10:32:31] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T10:33:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T10:52:16] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T10:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T10:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T11:13:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-23T11:22:31] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:23:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-07-23T11:42:31] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:43:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:52:16] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T11:53:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T11:55:00] 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。


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 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 20

## 设备事件日志
[2026-08-18T10:13:21] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T10:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T10:34:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T10:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T10:47:34] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T11:04:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-18T11:07:34] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:13:21] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T11:14:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:18:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-18T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-08-18T11:34:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:38:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:44:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:47:34] 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。


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 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 25

## 设备事件日志
[2026-08-15T10:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T10:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T10:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T10:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T10:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T10:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T10:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T11:30:00] kitchen_water_leak | BooleanState.StateValue = True

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 24

## 跨天活动摘要
- 2026-08-18: master_bathroom=56, master_bedroom=231, entrance=229, kids_room=226, dining_room=217, living_room=113

## 设备事件日志
[2026-08-18T09:41:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T10:21:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T10:24:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T10:41:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T10:41:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T10:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T11:01:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:04:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-18T11:11:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T11:14:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-18T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-08-18T11:34:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:41:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T11:44:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-18T12:01:30] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-18T12:04:07] dining_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: kitchen_water_leak, master_bathroom_water_leak, second_bathroom_water_leak
- 已选事件数: 24

## 跨天活动摘要
- 2026-08-13: master_bathroom=58, master_bedroom=232, entrance=229, kids_room=226, dining_room=217, living_room=112

## 设备事件日志
[2026-08-13T09:49:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T10:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T10:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T10:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T10:49:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T10:50:28] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T10:54:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T11:05:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-13T11:10:28] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:14:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:18:00] second_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-13T11:20:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T11:30:00] kitchen_water_leak | BooleanState.StateValue = True
[2026-08-13T11:40:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:44:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:49:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T11:50:28] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T11:54:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T12:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 25

## 跨天活动摘要
- 2026-07-20: master_bathroom=57, master_bedroom=230, entrance=229, kids_room=228, dining_room=222, living_room=116

## 设备事件日志
[2026-07-20T06:49:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-20T07:07:00] master_bathroom_light | OnOff.OnOff = False
[2026-07-20T07:38:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:08:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:18:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:18:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:19:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:38:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:38:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:38:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T08:39:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:58:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:58:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T08:59:06] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-20T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-20T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-20T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-20T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False
[2026-07-20T09:08:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 24

## 设备事件日志
[2026-07-04T08:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T08:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-04T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-04T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False
[2026-07-04T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T09:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 20

## 设备事件日志
[2026-08-19T06:19:00] master_bathroom_light | OnOff.OnOff = True
[2026-08-19T06:56:00] master_bathroom_light | OnOff.OnOff = False
[2026-08-19T07:56:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T08:25:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:26:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:26:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T08:28:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:29:16] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T08:45:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:46:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:48:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:49:16] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T08:56:55] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-08-19T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-19T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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


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 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 20

## 设备事件日志
[2026-07-21T06:25:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-21T06:30:00] master_bathroom_light | OnOff.OnOff = False
[2026-07-21T08:00:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T08:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T08:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T08:27:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T08:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T08:30:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T08:45:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T08:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T08:47:35] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T08:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-21T09:00:40] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-21T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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


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 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 25

## 跨天活动摘要
- 2026-08-04: master_bathroom=55, master_bedroom=227, kids_room=227, entrance=226, dining_room=221, living_room=113

## 设备事件日志
[2026-08-04T06:53:00] master_bathroom_light | OnOff.OnOff = True
[2026-08-04T06:59:00] master_bathroom_light | OnOff.OnOff = False
[2026-08-04T07:30:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T08:00:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T08:16:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:17:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:18:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T08:30:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T08:36:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:37:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:38:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:56:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:57:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:58:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T08:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-08-04T09:00:34] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-08-04T09:05:00] master_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。


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 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 26

## 跨天活动摘要
- 2026-07-05: master_bathroom=51, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48

## 设备事件日志
[2026-07-05T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-05T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-05T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False
[2026-07-05T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 26

## 跨天活动摘要
- 2026-07-05: master_bathroom=51, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48

## 设备事件日志
[2026-07-05T07:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-05T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-05T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False
[2026-07-05T09:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:30:00] 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。


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 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 20

## 设备事件日志
[2026-07-02T06:37:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-02T06:44:00] master_bathroom_light | OnOff.OnOff = False
[2026-07-02T08:15:56] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T08:25:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T08:27:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T08:29:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T08:29:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T08:45:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T08:45:56] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T08:47:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T08:49:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T08:49:07] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-02T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-02T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-02T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-02T09:05:00] master_bathroom_water_leak | BooleanState.StateValue = False
[2026-07-02T09:05:29] entrance_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 重点房间 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 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_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: master_bathroom
- 重点设备: master_bathroom_light, master_bathroom_water_leak
- 已选事件数: 24

## 跨天活动摘要
- 2026-07-27: master_bathroom=58, entrance=229, kids_room=228, master_bedroom=227, dining_room=221, living_room=116

## 设备事件日志
[2026-07-27T06:16:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-27T06:37:00] master_bathroom_light | OnOff.OnOff = False
[2026-07-27T07:38:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T08:08:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T08:16:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:16:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:16:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:17:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T08:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T08:36:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:36:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:36:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:37:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:38:09] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T08:56:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:56:09] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:56:25] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T08:57:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-27T09:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T09:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-27T09:00:00] master_bathroom_light | OnOff.OnOff = True
[2026-07-27T09:02:00] master_bathroom_water_leak | BooleanState.StateValue = True
[2026-07-27T09:05:00] master_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。