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

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

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

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

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

## 设备事件日志
[2026-08-15T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T06:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T06:39:02] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T06:50:00] kitchen_light | OnOff.OnOff = False
[2026-08-15T06:50:02] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-15T06:50:02] front_door_lock | DoorLock.LockState = 2
[2026-08-15T06:50:04] front_door_contact | BooleanState.StateValue = False
[2026-08-15T06:50:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T06:50:10] front_door_contact | BooleanState.StateValue = True
[2026-08-15T06:50:11] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-15T06:50:11] front_door_lock | DoorLock.LockState = 1
[2026-08-15T06:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T06:59:02] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-15T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:10:05] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-15T07:16:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-15T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-15T07:19:02] kitchen_occupancy | OccupancySensing.Occupancy = 1

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer
- 已选事件数: 22

## 设备事件日志
[2026-07-28T15:25:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T15:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T15:45:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T15:49:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T15:54:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T15:56:26] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T15:58:00] front_door_lock | DoorLock.LockState = 2
[2026-07-28T15:58:11] kids_room_light | OnOff.OnOff = True
[2026-07-28T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-28T16:03:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T16:05:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T16:23:06] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T16:24:57] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T16:28:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T16:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-28T16:47:00] balcony_door_contact | BooleanState.StateValue = False
[2026-07-28T16:48:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T16:49:00] 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: 独居老人 (Elderly Living Alone)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]

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

## 跨天活动摘要
- 2026-08-22: bathroom=66, bedroom=242, kitchen=239, entrance=231, living_room=209

## 设备事件日志
[2026-08-22T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T05:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T05:43:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T05:58:00] bathroom_light | OnOff.OnOff = False
[2026-08-22T05:58:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:28:06] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:28:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T06:48:06] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:54:00] kitchen_light | OnOff.OnOff = False
[2026-08-22T06:54:03] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-22T06:54:03] front_door_lock | DoorLock.LockState = 2
[2026-08-22T06:54:05] front_door_contact | BooleanState.StateValue = False
[2026-08-22T06:54:06] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T06:54:12] front_door_contact | BooleanState.StateValue = True
[2026-08-22T06:54:13] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-22T06:54:13] front_door_lock | DoorLock.LockState = 1
[2026-08-22T06:58:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T07:08:06] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T07:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-22T07:14:06] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-22T07:28:06] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-22T07:28:52] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-22T07:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 28

## 设备事件日志
[2026-08-27T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T07:04:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T11:34:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T16:04:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T20:04:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T20:30:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:30:06] bathroom_light | OnOff.OnOff = True
[2026-08-27T20:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:37:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:39:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:50:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:54:00] bathroom_light | OnOff.OnOff = False
[2026-08-27T20:54:14] front_door_contact | BooleanState.StateValue = True
[2026-08-27T20:54:15] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-27T20:54:15] front_door_lock | DoorLock.LockState = 1
[2026-08-27T20:54:24] bedroom_light | OnOff.OnOff = True
[2026-08-27T20:54:34] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-27T20:54:39] bedroom_light | OnOff.OnOff = False
[2026-08-27T20:55:41] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-27T20:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:59:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T20:59:04] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-27T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-27T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 设备事件日志
[2026-07-05T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T07:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-05T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-05T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-05T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T09:38:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T13:38:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T17:38:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T21:38:36] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-05T23:38:36] 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备
- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer
- 已选事件数: 21

## 设备事件日志
[2026-07-21T15:25:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:26:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T15:34:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T15:35:40] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:55:40] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:56:00] front_door_lock | DoorLock.LockState = 2
[2026-07-21T15:56:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:56:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-21T16:16:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:16:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T16:34:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T16:36:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-21T16:47:00] balcony_door_contact | BooleanState.StateValue = False

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer
- 已选事件数: 24

## 跨天活动摘要
- 2026-07-18: balcony=3, living_room=48, dining_room=48, master_bedroom=48, second_bedroom=48, kids_room=48

## 设备事件日志
[2026-07-18T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-18T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-18T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-18T16:47:00] balcony_door_contact | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 设备事件日志
[2026-07-21T15:27:24] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T15:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T15:33:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:53:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T15:55:00] front_door_lock | DoorLock.LockState = 2
[2026-07-21T15:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-21T16:13:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T16:30:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-21T16:47:00] balcony_door_contact | BooleanState.StateValue = False
[2026-07-21T16:50:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-21T17:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T17:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-21T17:03:00] 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: 独居老人 (Elderly Living Alone)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]

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

## 设备事件日志
[2026-07-16T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T06:26:25] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T06:35:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T06:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T06:50:00] kitchen_light | OnOff.OnOff = False
[2026-07-16T06:50:10] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-16T06:50:10] front_door_lock | DoorLock.LockState = 2
[2026-07-16T06:50:12] front_door_contact | BooleanState.StateValue = False
[2026-07-16T06:50:13] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T06:50:17] front_door_contact | BooleanState.StateValue = True
[2026-07-16T06:50:18] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-16T06:50:18] front_door_lock | DoorLock.LockState = 1
[2026-07-16T06:55:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T06:56:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T06:56:25] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-16T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T07:10:13] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-16T07:15:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T07:16:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-16T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-16T07:26:25] bathroom_occupancy | OccupancySensing.Occupancy = 0

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 24

## 跨天活动摘要
- 2026-07-12: bathroom=51, living_room=48, master_bedroom=48, second_bedroom=48, entrance=48

## 设备事件日志
[2026-07-12T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T12:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T16:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-12T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-12T21:16:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-12T21:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:30:00] 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: 独居老人 (Elderly Living Alone)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 34

## 跨天活动摘要
- 2026-07-14: bathroom=65, bedroom=241, kitchen=238, entrance=229, living_room=208

## 设备事件日志
[2026-07-14T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T05:48:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T05:48:00] bathroom_light | OnOff.OnOff = True
[2026-07-14T06:08:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T06:10:00] bathroom_light | OnOff.OnOff = False
[2026-07-14T06:10:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T06:25:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T06:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T06:36:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-07-14T06:40:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T06:45:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T06:48:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T07:05:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:07:00] kitchen_light | OnOff.OnOff = False
[2026-07-14T07:07:03] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-14T07:07:03] front_door_lock | DoorLock.LockState = 2
[2026-07-14T07:07:05] front_door_contact | BooleanState.StateValue = False
[2026-07-14T07:07:06] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:07:10] front_door_contact | BooleanState.StateValue = True
[2026-07-14T07:07:11] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-14T07:07:11] front_door_lock | DoorLock.LockState = 1
[2026-07-14T07:08:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:10:50] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-14T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-14T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-14T07:25:05] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:27:06] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-14T07:28:00] bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer
- 已选事件数: 20

## 跨天活动摘要
- 2026-08-04: balcony=3, entrance=230, living_room=108, bathroom=56, master_bedroom=48, second_bedroom=48

## 设备事件日志
[2026-08-04T15:18:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T15:21:28] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T15:38:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T15:51:28] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T15:58:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-08-04T16:18:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T16:21:28] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-04T16:38:11] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-04T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-08-04T16:47:00] balcony_door_contact | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 设备事件日志
[2026-08-07T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T05:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:23:23] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:37:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:38:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:53:23] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T06:57:00] kitchen_light | OnOff.OnOff = False
[2026-08-07T06:57:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:57:09] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-07T06:57:09] front_door_lock | DoorLock.LockState = 2
[2026-08-07T06:57:11] front_door_contact | BooleanState.StateValue = False
[2026-08-07T06:57:11] front_door_contact | BooleanState.StateValue = True
[2026-08-07T06:57:12] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T06:57:12] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-07T06:57:12] front_door_lock | DoorLock.LockState = 1
[2026-08-07T06:58:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-07T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-07T07:17:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:17:12] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:18:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-07T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-07T07:23:23] 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: 独居老人 (Elderly Living Alone)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 27

## 设备事件日志
[2026-07-26T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T06:36:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T11:06:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T15:36:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T20:06:08] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T20:33:07] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:33:07] bathroom_light | OnOff.OnOff = True
[2026-07-26T20:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:36:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:39:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:44:00] bathroom_light | OnOff.OnOff = False
[2026-07-26T20:44:13] front_door_contact | BooleanState.StateValue = True
[2026-07-26T20:44:14] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-26T20:44:14] front_door_lock | DoorLock.LockState = 1
[2026-07-26T20:44:16] bedroom_light | OnOff.OnOff = True
[2026-07-26T20:44:23] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-26T20:44:33] bedroom_light | OnOff.OnOff = False
[2026-07-26T20:45:47] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T20:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:59:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T20:59:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-26T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-26T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 27

## 设备事件日志
[2026-07-31T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T05:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T06:03:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T06:08:00] bathroom_light | OnOff.OnOff = False
[2026-07-31T06:09:26] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T06:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T06:37:00] kitchen_cook_surface | OnOff.OnOff = False
[2026-07-31T06:38:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T06:39:26] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T06:55:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T06:58:04] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:08:00] kitchen_light | OnOff.OnOff = False
[2026-07-31T07:08:06] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-31T07:08:06] front_door_lock | DoorLock.LockState = 2
[2026-07-31T07:08:08] front_door_contact | BooleanState.StateValue = False
[2026-07-31T07:08:08] front_door_contact | BooleanState.StateValue = True
[2026-07-31T07:08:09] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:08:09] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-31T07:08:09] front_door_lock | DoorLock.LockState = 1
[2026-07-31T07:09:26] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-31T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-31T07:15:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-31T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-31T07:18:04] kitchen_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: 独居老人 (Elderly Living Alone)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 床头灯[onoff_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房运动传感器[occupancy_sensor], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅灯[dimmable_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor], 客厅烟雾报警器[smoke_co_alarm]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 28

## 设备事件日志
[2026-07-11T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T06:37:31] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T11:07:31] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T15:37:31] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T20:07:31] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T20:34:09] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:34:09] bathroom_light | OnOff.OnOff = True
[2026-07-11T20:35:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:35:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:35:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:53:00] bathroom_light | OnOff.OnOff = False
[2026-07-11T20:53:12] front_door_contact | BooleanState.StateValue = True
[2026-07-11T20:53:13] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-11T20:53:13] front_door_lock | DoorLock.LockState = 1
[2026-07-11T20:53:22] bedroom_light | OnOff.OnOff = True
[2026-07-11T20:53:25] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-11T20:53:27] bedroom_light | OnOff.OnOff = False
[2026-07-11T20:54:09] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:54:58] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-11T20:55:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:55:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T20:58:05] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-11T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-11T21:16:00] bathroom_water_leak | BooleanState.StateValue = False

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 20

## 设备事件日志
[2026-08-25T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T07:13:09] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T11:15:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T15:45:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T20:15:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T20:35:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T20:45:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T20:53:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T20:55:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-25T21:15:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T21:15:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T21:16:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-25T21:23:34] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T21:35:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-25T21:45:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T22:15:06] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-25T23:45:06] 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: 一室一厅 (Studio/1BR)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: bathroom
- 重点设备: bathroom_occupancy, bathroom_water_leak
- 已选事件数: 25

## 跨天活动摘要
- 2026-07-17: bathroom=57, living_room=113, bedroom=65, entrance=14, kitchen=8

## 设备事件日志
[2026-07-17T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T04:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T06:50:02] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T09:58:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T13:58:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T17:58:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T19:58:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T20:28:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:28:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T20:42:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T20:48:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T20:58:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T21:08:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-17T21:12:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T21:16:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-17T21:28:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:28:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T21:42:49] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T21:48:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T21:58:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T22:01:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-17T22:28:44] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T23:28:44] 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: 一室一厅 (Studio/1BR)
- 重点房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 bedroom: 卧室灯[dimmable_light], 卧室运动传感器[occupancy_sensor], 卧室窗帘[window_covering], 卧室窗户传感器[contact_sensor], 卧室温度传感器[temperature_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅台灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]

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

## 跨天活动摘要
- 2026-08-03: bathroom=59, living_room=113, bedroom=63, entrance=14, kitchen=8

## 设备事件日志
[2026-08-03T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T06:25:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T06:27:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T06:27:06] bathroom_light | OnOff.OnOff = True
[2026-08-03T06:28:27] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T06:47:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T06:53:00] bathroom_light | OnOff.OnOff = False
[2026-08-03T06:53:13] kitchen_light | OnOff.OnOff = True
[2026-08-03T06:54:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T06:58:27] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-03T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-03T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-03T07:19:00] kitchen_light | OnOff.OnOff = False
[2026-08-03T07:19:05] bedroom_light | OnOff.OnOff = False
[2026-08-03T07:19:16] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-08-03T07:19:16] front_door_lock | DoorLock.LockState = 2
[2026-08-03T07:19:18] front_door_contact | BooleanState.StateValue = False
[2026-08-03T07:19:18] front_door_contact | BooleanState.StateValue = True
[2026-08-03T07:19:19] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-03T07:19:19] front_door_lock | DoorLock.LockState = 1
[2026-08-03T07:24:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:28:27] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:54:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T07:58:27] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T08:24:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T10:24:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T14:54:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T19:24:37] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-03T23:54:37] 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: 两室一厅 (2BR)
- 重点房间 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 bathroom: 卫生间灯[onoff_light], 卫生间运动传感器[occupancy_sensor], 卫生间漏水传感器[water_leak_detector]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅落地灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘[window_covering], 客厅窗户传感器[contact_sensor]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor], 次卧温度传感器[temperature_sensor]

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ5
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer
- 已选事件数: 17

## 跨天活动摘要
- 2026-07-23: balcony=3, entrance=231, bathroom=221, living_room=110, master_bedroom=48, second_bedroom=48

## 设备事件日志
[2026-07-23T15:15:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:16:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T15:35:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:36:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:55:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T15:56:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-23T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-23T16:15:06] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:16:29] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-23T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-23T16:47:00] balcony_door_contact | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer
- 已选事件数: 22

## 设备事件日志
[2026-07-09T15:25:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:28:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T15:39:36] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:41:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T15:59:36] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-09T16:01:00] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:08:58] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:13:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:20:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-09T16:33:02] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:34:00] front_door_lock | DoorLock.LockState = 2
[2026-07-09T16:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:34:15] kids_room_light | OnOff.OnOff = True
[2026-07-09T16:40:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-09T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-09T16:47:00] balcony_door_contact | BooleanState.StateValue = False

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 跨天活动摘要
- 2026-07-03: bathroom=64, bedroom=242, kitchen=239, entrance=231, living_room=210

## 设备事件日志
[2026-07-03T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T05:43:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T06:03:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T06:04:00] bathroom_light | OnOff.OnOff = False
[2026-07-03T06:05:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T06:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T06:29:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T06:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T06:35:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T06:49:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T06:49:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T06:52:00] kitchen_light | OnOff.OnOff = False
[2026-07-03T06:52:05] front_door_lock | Event: LockOperation(LockOperationType=1, OperationSource=Manual)
[2026-07-03T06:52:05] front_door_lock | DoorLock.LockState = 2
[2026-07-03T06:52:07] front_door_contact | BooleanState.StateValue = False
[2026-07-03T06:52:08] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T06:52:13] front_door_contact | BooleanState.StateValue = True
[2026-07-03T06:52:14] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-03T06:52:14] front_door_lock | DoorLock.LockState = 1
[2026-07-03T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T07:05:27] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-03T07:09:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T07:09:08] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-07-03T07:12:08] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-07-03T07:29:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-03T07:29:08] kitchen_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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


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

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

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

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

## 已选日志说明
以下日志不是整天原始全量心跳，而是围绕关键设备、关键时间窗和跨天模式筛出的训练片段。
- 任务类型: SQ2
- 重点房间: balcony
- 重点设备: balcony_door_contact, balcony_laundry_washer
- 已选事件数: 15

## 设备事件日志
[2026-07-06T15:29:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T15:43:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T15:49:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-06T16:09:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:13:51] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T16:29:19] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-06T16:47:00] balcony_door_contact | BooleanState.StateValue = False

## 任务
请分析下面的实时设备事件，判断是否需要将其视为异常安全事件。

请按以下 JSON 格式回答：

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

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


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

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

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

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

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

## 跨天活动摘要
- 2026-08-16: bathroom=60, bedroom=208, living_room=197, kitchen=14, entrance=3

## 设备事件日志
[2026-08-16T00:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T04:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T06:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T06:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T06:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T06:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:10:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T07:12:00] bathroom_water_leak | BooleanState.StateValue = True
[2026-08-16T07:18:00] bathroom_water_leak | BooleanState.StateValue = False
[2026-08-16T07:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:30:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T07:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T08:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T08:00:00] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T08:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T08:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T08:40:00] bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-16T08:40:00] bathroom_light | OnOff.OnOff = True
[2026-08-16T09:44:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T14:14:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T18:44:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T23:14:49] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-16T23:44:49] 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 balcony: 阳台灯[onoff_light], 阳台门传感器[contact_sensor], 洗衣机[laundry_washer]
- 房间 dining_room: 餐厅灯[dimmable_light], 餐厅运动传感器[occupancy_sensor]
- 房间 entrance: 入户门锁[door_lock], 入户门传感器[contact_sensor], 玄关灯[onoff_light], 玄关运动传感器[occupancy_sensor]
- 房间 kids_room: 儿童房灯[dimmable_light], 儿童房运动传感器[occupancy_sensor], 儿童房窗帘[window_covering], 儿童房窗户传感器[contact_sensor], 儿童房温度传感器[temperature_sensor]
- 房间 kitchen: 厨房灯[onoff_light], 厨房灶具[cook_surface], 厨房烟雾报警器[smoke_co_alarm], 厨房温度传感器[temperature_sensor], 厨房窗户传感器[contact_sensor], 洗碗机[dishwasher], 厨房漏水传感器[water_leak_detector]
- 房间 living_room: 客厅主灯[dimmable_light], 客厅副灯[dimmable_light], 客厅氛围灯[onoff_light], 客厅空调[air_conditioner], 客厅温度传感器[temperature_sensor], 客厅运动传感器[occupancy_sensor], 客厅窗帘1[window_covering], 客厅窗户传感器1[contact_sensor], ... 共10个设备
- 房间 master_bathroom: 主卫灯[onoff_light], 主卫运动传感器[occupancy_sensor], 主卫漏水传感器[water_leak_detector]
- 房间 master_bedroom: 主卧灯[dimmable_light], 主卧床头灯[onoff_light], 主卧空调[air_conditioner], 主卧运动传感器[occupancy_sensor], 主卧窗帘[window_covering], 主卧窗户传感器[contact_sensor], 主卧温度传感器[temperature_sensor]
- 房间 second_bathroom: 次卫灯[onoff_light], 次卫漏水传感器[water_leak_detector]
- 房间 second_bedroom: 次卧灯[dimmable_light], 次卧空调[air_conditioner], 次卧运动传感器[occupancy_sensor], 次卧窗帘[window_covering], 次卧窗户传感器[contact_sensor]

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

## 设备事件日志
[2026-07-26T15:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T15:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T15:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T15:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T15:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T15:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T15:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:00:00] balcony_laundry_washer | OperationalState.OperationalState = 1
[2026-07-26T16:30:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:30:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:30:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:30:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-26T16:45:00] balcony_laundry_washer | OperationalState.OperationalState = 0
[2026-07-26T16:47:00] balcony_door_contact | BooleanState.StateValue = False

## 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。