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)
- 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: SQ3
- 已选事件数: 82

## 跨天活动摘要
- 2026-08-19: kids_room=233, entrance=231, master_bedroom=230, dining_room=218, living_room=112, master_bathroom=57

## 设备事件日志
[2026-08-19T22:15:00] living_room_light_1 | OnOff.OnOff = False
[2026-08-19T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-19T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-19T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-19T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-19T22:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:15:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:15:09] living_room_ac | OnOff.OnOff = False
[2026-08-19T22:15:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:15:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:15:22] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-19T22:15:31] front_door_contact | BooleanState.StateValue = True
[2026-08-19T22:15:32] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-19T22:15:32] front_door_lock | DoorLock.LockState = 1
[2026-08-19T22:15:40] master_bedroom_light | OnOff.OnOff = False
[2026-08-19T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-08-19T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-08-19T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-19T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-19T22:20:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-19T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-19T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-08-19T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-19T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-19T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-19T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-19T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-19T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-19T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-19T22:35:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:35:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:35:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:35:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:35:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-19T22:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-19T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-19T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-19T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-19T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-19T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-19T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-19T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-19T22:50:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-19T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-19T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-19T22:55:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:55:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:55:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:55:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T22:55:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-19T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-19T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-19T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-19T23:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-19T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-19T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-19T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-19T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-19T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-08-19T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-19T23:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-19T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-19T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-19T23:15:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T23:15:04] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T23:15:06] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T23:15:10] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T23:15:16] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-19T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-19T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-19T23:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-19T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-08-19T23:20:52] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-19T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-19T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262

## 任务
以下是过去一段时间的设备活动记录。请识别其中是否存在可疑行为模式，并解释你的判断。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 独居老人 (Elderly Living Alone)
- 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: SQ3
- 已选事件数: 71

## 跨天活动摘要
- 2026-08-06: bedroom=240, kitchen=238, entrance=231, living_room=208, bathroom=65

## 设备事件日志
[2026-08-06T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-06T22:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-08-06T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-06T22:16:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:16:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-06T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2144
[2026-08-06T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-06T22:22:47] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-06T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146
[2026-08-06T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-06T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-06T22:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2156
[2026-08-06T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2153
[2026-08-06T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-06T22:36:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:36:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-06T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-08-06T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-06T22:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2162
[2026-08-06T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-06T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-06T22:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152
[2026-08-06T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-06T22:52:47] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-06T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151
[2026-08-06T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-06T22:56:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:56:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T22:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-08-06T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164
[2026-08-06T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-06T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-06T23:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-08-06T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-06T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-06T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2161
[2026-08-06T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-06T23:16:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:16:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-08-06T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2166
[2026-08-06T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-06T23:22:47] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-06T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-06T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2170
[2026-08-06T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-06T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-08-06T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160
[2026-08-06T23:36:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:36:03] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-06T23:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2169
[2026-08-06T23:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-08-06T23:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-06T23:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-06T23:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276
[2026-08-06T23:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2166
[2026-08-06T23:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260

## 任务
请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 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
- 已选事件数: 8

## 设备事件日志
[2026-07-28T22:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T22:59:15] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T23:06:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T23:13:17] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T23:26:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-28T23:29:15] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T23:43:17] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-28T23:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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: SQ4
- 已选事件数: 83

## 跨天活动摘要
- 2026-07-13: master_bedroom=230, kids_room=229, entrance=227, dining_room=220, living_room=113, master_bathroom=54

## 设备事件日志
[2026-07-13T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-13T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T21:55:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T21:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T21:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T21:58:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T21:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2240
[2026-07-13T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-13T22:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-13T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-13T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-13T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T22:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-13T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-13T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-13T22:15:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:17:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:18:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:19:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-13T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-13T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T22:23:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-13T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-13T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-13T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-13T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-13T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-13T22:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-13T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-13T22:35:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:37:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:38:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:39:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-13T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-13T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-13T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-07-13T22:46:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-13T22:46:10] living_room_ac | OnOff.OnOff = False
[2026-07-13T22:46:22] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-13T22:46:32] front_door_contact | BooleanState.StateValue = True
[2026-07-13T22:46:33] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-13T22:46:33] front_door_lock | DoorLock.LockState = 1
[2026-07-13T22:46:37] master_bedroom_light | OnOff.OnOff = False
[2026-07-13T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-13T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-13T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-13T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-13T22:53:19] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-13T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-13T22:56:20] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:57:03] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:58:07] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T22:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-13T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-13T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-13T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-13T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-13T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-13T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-13T23:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260

## 任务
请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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: SQ4
- 已选事件数: 80

## 跨天活动摘要
- 2026-08-13: master_bedroom=230, entrance=229, kids_room=226, master_bathroom=225, dining_room=221, living_room=111

## 设备事件日志
[2026-08-13T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-13T21:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2243
[2026-08-13T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-13T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-13T21:55:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T21:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T21:57:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T21:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T21:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T21:59:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-13T22:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-08-13T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-13T22:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-13T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-13T22:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-13T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-13T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-13T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-13T22:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-13T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-13T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-13T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-13T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-13T22:15:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:17:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:19:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:19:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:19:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-13T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-13T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-13T22:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-13T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-08-13T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-13T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-13T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-13T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-13T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-13T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-13T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-13T22:35:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:37:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:39:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:39:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:39:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-13T22:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-08-13T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-13T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-13T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-13T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-13T22:45:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-13T22:49:00] living_room_light_1 | OnOff.OnOff = False
[2026-08-13T22:49:04] living_room_ac | OnOff.OnOff = False
[2026-08-13T22:49:11] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-13T22:49:19] front_door_contact | BooleanState.StateValue = True
[2026-08-13T22:49:20] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-13T22:49:20] front_door_lock | DoorLock.LockState = 1
[2026-08-13T22:49:28] master_bedroom_light | OnOff.OnOff = False
[2026-08-13T22:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-13T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-13T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-13T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-13T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-13T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-13T22:55:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:57:07] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:59:05] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:59:08] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T22:59:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-13T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-13T23:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-13T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-13T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-13T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0

## 任务
请综合以下多个设备与环境状态，评估家庭整体安全状况，指出任何潜在风险。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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: SQ1
- 已选事件数: 129

## 设备事件日志
[2026-07-12T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321
[2026-07-12T17:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318
[2026-07-12T18:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2316
[2026-07-12T18:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2327
[2026-07-12T18:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2330
[2026-07-12T18:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313
[2026-07-12T18:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2324
[2026-07-12T18:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323
[2026-07-12T18:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2323
[2026-07-12T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314
[2026-07-12T18:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308
[2026-07-12T18:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319
[2026-07-12T18:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319
[2026-07-12T18:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300
[2026-07-12T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2305
[2026-07-12T18:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T18:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300
[2026-07-12T18:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299
[2026-07-12T18:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2304
[2026-07-12T18:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2303
[2026-07-12T18:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2298
[2026-07-12T18:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311
[2026-07-12T18:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302
[2026-07-12T18:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296
[2026-07-12T18:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2301
[2026-07-12T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291
[2026-07-12T19:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290
[2026-07-12T19:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T19:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T19:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T19:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T19:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294
[2026-07-12T19:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2299
[2026-07-12T19:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2285
[2026-07-12T19:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2300
[2026-07-12T19:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2287
[2026-07-12T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2286
[2026-07-12T19:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2289
[2026-07-12T19:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296
[2026-07-12T19:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290
[2026-07-12T19:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2292
[2026-07-12T19:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2280
[2026-07-12T19:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2275
[2026-07-12T19:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T19:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T19:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T19:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-12T19:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-07-12T19:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-12T19:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281
[2026-07-12T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276
[2026-07-12T19:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-12T19:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2281
[2026-07-12T19:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282
[2026-07-12T19:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-12T19:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-12T20:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2278
[2026-07-12T20:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2273
[2026-07-12T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276
[2026-07-12T20:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-12T20:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-12T20:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-12T20:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-12T20:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-07-12T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T20:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-12T20:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-12T20:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T20:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-12T20:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2271
[2026-07-12T20:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2268
[2026-07-12T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-12T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-12T20:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T20:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-12T20:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-12T20:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-12T20:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T21:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[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] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-12T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T21:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T21:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-12T21:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-12T21:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-12T21:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-12T21:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-12T21:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-12T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-12T21:30:00] dining_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:30:00] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T21:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T21:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-12T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-12T21:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-12T21:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-12T21:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T21:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-12T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-12T21:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-12T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-12T22:00:00] living_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:00:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:00:00] kids_room_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:00:00] entrance_occupancy | OccupancySensing.Occupancy = 0
[2026-07-12T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-12T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-12T22:10:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-12T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-12T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-12T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260

## 任务
根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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: SQ3
- 已选事件数: 74

## 跨天活动摘要
- 2026-08-14: entrance=230, master_bedroom=229, kids_room=226, dining_room=220, living_room=113, master_bathroom=52

## 设备事件日志
[2026-08-14T22:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-14T22:15:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-14T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-14T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-08-14T22:17:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:18:00] living_room_light_1 | OnOff.OnOff = False
[2026-08-14T22:18:03] living_room_ac | OnOff.OnOff = False
[2026-08-14T22:18:15] master_bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-08-14T22:18:21] front_door_contact | BooleanState.StateValue = True
[2026-08-14T22:18:22] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-08-14T22:18:22] front_door_lock | DoorLock.LockState = 1
[2026-08-14T22:18:29] master_bedroom_light | OnOff.OnOff = False
[2026-08-14T22:19:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:19:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:19:08] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-08-14T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-14T22:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-14T22:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-14T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-14T22:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-08-14T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-14T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-14T22:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-08-14T22:30:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-08-14T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-08-14T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-08-14T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-14T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-14T22:35:04] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T22:38:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:39:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:39:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:39:08] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-14T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-08-14T22:45:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-14T22:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-08-14T22:50:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-14T22:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-14T22:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-08-14T22:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-08-14T22:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-08-14T22:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-08-14T22:58:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:59:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:59:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:59:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:59:08] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-08-14T23:00:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-14T23:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-14T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T23:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-08-14T23:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-14T23:05:04] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-08-14T23:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-08-14T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-14T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-08-14T23:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-08-14T23:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-08-14T23:18:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:19:03] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:19:08] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:19:08] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-08-14T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-08-14T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-08-14T23:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261

## 任务
请从下面的时序日志中分析住户或环境是否出现异常模式，不要只看单个事件。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 两室一厅 (2BR)
- 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
- 已选事件数: 17

## 跨天活动摘要
- 2026-08-14: master_bedroom=233, entrance=228, living_room=114, second_bedroom=48, bathroom=48, kitchen=11

## 设备事件日志
[2026-08-14T22:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:26:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:29:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T22:30:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T22:46:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:46:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T22:49:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T23:00:00] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-08-14T23:06:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:06:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:09:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:26:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:26:10] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:29:13] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-08-14T23:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 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
- 已选事件数: 8

## 设备事件日志
[2026-07-17T22:48:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T22:56:33] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T23:08:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:13:57] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T23:26:33] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T23:28:02] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-17T23:43:57] bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-17T23:48:02] living_room_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 三室两厅 (3BR)
- 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: SQ1
- 已选事件数: 110

## 设备事件日志
[2026-07-06T17:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2319
[2026-07-06T17:57:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T17:59:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2318
[2026-07-06T18:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2332
[2026-07-06T18:08:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2313
[2026-07-06T18:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2314
[2026-07-06T18:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2308
[2026-07-06T18:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2321
[2026-07-06T18:27:08] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:29:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2311
[2026-07-06T18:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2302
[2026-07-06T18:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2307
[2026-07-06T18:43:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:49:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:50:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2297
[2026-07-06T18:54:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T18:55:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2306
[2026-07-06T19:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2288
[2026-07-06T19:00:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T19:05:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2296
[2026-07-06T19:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2290
[2026-07-06T19:10:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:13:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:14:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2294
[2026-07-06T19:19:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:20:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2277
[2026-07-06T19:24:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:25:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2291
[2026-07-06T19:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-06T19:30:00] second_bedroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T19:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-06T19:35:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2274
[2026-07-06T19:43:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T19:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2282
[2026-07-06T19:49:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T19:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2267
[2026-07-06T19:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-06T19:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2276
[2026-07-06T20:00:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-06T20:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-06T20:13:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T20:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2265
[2026-07-06T20:19:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-06T20:25:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-06T20:29:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:30:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2272
[2026-07-06T20:30:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-06T20:39:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:40:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-06T20:43:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T20:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-06T20:49:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T20:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-06T20:55:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-06T20:59:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:00:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-06T21:00:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2259
[2026-07-06T21:09:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:10:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-06T21:13:14] master_bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-06T21:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-06T21:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-06T21:23:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-06T21:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:29:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-06T21:34:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:35:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-06T21:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-06T21:44:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:45:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-06T21:50:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-06T21:53:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-06T21:55:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T21:59:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2245
[2026-07-06T22:04:00] master_bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T22:05:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-06T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-06T22:14:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T22:15:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-06T22:20:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-06T22:23:10] kids_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-06T22:25:04] dining_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T22:29:05] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-06T22:31:04] living_room_ac | OnOff.OnOff = False
[2026-07-06T22:31:23] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-06T22:34:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-06T22:35:00] kids_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-06T22:40:00] master_bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-06T22:41:07] master_bedroom_occupancy | OccupancySensing.Occupancy = 1

## 任务
根据以下传感器与设备记录，评估目标设备当前工作状态是否正常。如异常，请给出故障判断依据。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 独居老人 (Elderly Living Alone)
- 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: SQ4
- 已选事件数: 78

## 跨天活动摘要
- 2026-07-15: bedroom=243, kitchen=238, entrance=231, living_room=208, bathroom=65

## 设备事件日志
[2026-07-15T21:55:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-15T21:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2143
[2026-07-15T21:55:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2250
[2026-07-15T21:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T21:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T21:57:08] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T21:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2246
[2026-07-15T22:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2142
[2026-07-15T22:00:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-15T22:05:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-15T22:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2159
[2026-07-15T22:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2257
[2026-07-15T22:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2248
[2026-07-15T22:10:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157
[2026-07-15T22:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2244
[2026-07-15T22:15:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2251
[2026-07-15T22:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:17:08] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:18:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T22:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2241
[2026-07-15T22:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2146
[2026-07-15T22:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2242
[2026-07-15T22:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2145
[2026-07-15T22:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-15T22:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2253
[2026-07-15T22:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2150
[2026-07-15T22:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2249
[2026-07-15T22:35:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2247
[2026-07-15T22:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2160
[2026-07-15T22:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2260
[2026-07-15T22:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:37:08] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:40:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2256
[2026-07-15T22:40:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151
[2026-07-15T22:40:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2254
[2026-07-15T22:45:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2255
[2026-07-15T22:45:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2158
[2026-07-15T22:48:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T22:50:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2155
[2026-07-15T22:50:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-15T22:55:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2148
[2026-07-15T22:57:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:57:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:57:08] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T22:58:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:00:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2264
[2026-07-15T23:00:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2165
[2026-07-15T23:05:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2147
[2026-07-15T23:05:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2261
[2026-07-15T23:10:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-15T23:10:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-15T23:15:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2262
[2026-07-15T23:15:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2164
[2026-07-15T23:17:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:17:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:17:08] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:18:00] kitchen_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:18:45] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-15T23:20:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2252
[2026-07-15T23:20:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2152
[2026-07-15T23:20:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2270
[2026-07-15T23:25:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2266
[2026-07-15T23:25:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2151
[2026-07-15T23:25:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2269
[2026-07-15T23:30:00] living_room_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-15T23:30:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2167
[2026-07-15T23:30:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2258
[2026-07-15T23:35:00] bedroom_temp_sensor | TemperatureMeasurement.MeasuredValue = 2157
[2026-07-15T23:35:00] kitchen_temp_sensor | TemperatureMeasurement.MeasuredValue = 2263
[2026-07-15T23:37:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:37:03] entrance_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:37:08] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-15T23:38:00] kitchen_occupancy | OccupancySensing.Occupancy = 1

## 任务
你将看到一组跨设备日志。请做综合安全分析，而不是单点判断。

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}


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

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

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

## 家庭环境信息
家庭布局: 一室一厅 (Studio/1BR)
- 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
- 已选事件数: 17

## 设备事件日志
[2026-07-04T22:47:00] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T22:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:04:00] living_room_light_1 | OnOff.OnOff = False
[2026-07-04T23:04:04] living_room_ac | OnOff.OnOff = False
[2026-07-04T23:04:19] bedroom_window | WindowCovering.CurrentPositionLiftPercent100ths = 10000
[2026-07-04T23:04:25] front_door_contact | BooleanState.StateValue = True
[2026-07-04T23:04:26] front_door_lock | Event: LockOperation(LockOperationType=0, OperationSource=Manual)
[2026-07-04T23:04:26] front_door_lock | DoorLock.LockState = 1
[2026-07-04T23:04:29] bedroom_light | OnOff.OnOff = False
[2026-07-04T23:05:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T23:08:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:09:10] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:28:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:29:10] bedroom_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:35:48] bathroom_occupancy | OccupancySensing.Occupancy = 0
[2026-07-04T23:48:00] living_room_occupancy | OccupancySensing.Occupancy = 1
[2026-07-04T23:49:10] bedroom_occupancy | OccupancySensing.Occupancy = 1

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

请按以下 JSON 格式回答：

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

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

Chosen response:
{
  "is_anomaly": false,
  "confidence": "medium",
  "threat_type": "none",
  "threat_description": "当前日志更符合正常模式，不建议报警。",
  "reasoning": [
    "推理步骤1: 日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "继续监测，无需立即处置。"
  ]
}

Rejected response:
{
  "is_anomaly": true,
  "confidence": "medium",
  "threat_type": "intrusion",
  "threat_description": "这些变化表明存在安全异常。",
  "reasoning": [
    "推理步骤1: 我把本可由正常模式解释的事件误判成了异常。"
  ],
  "key_evidence": [
    "日志中未出现持续矛盾、直接告警或高风险时序链路。"
  ],
  "recommended_actions": [
    "建议立即检查并触发安全响应。"
  ]
}