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        "规则优先+AI增强的分层编排：告警归并、联动核验、运营统计、阈值建议等条件确定的环节由SQL与状态机完成",
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        "复杂度评分与成本控制：按告警等级、联动失败、无抓拍证据、设备离线、多源数据冲突等维度规则打分，分值≥3才",
        "进入AI研判；叠加相似案例缓存、同簇只研判主告警、日token预算超限自动降级规则结论，ai_Ilm_usage记录每",
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        "HITL人机协同与幂等执行：中高风险动作先落待审建议，审批用UPDATE.WHEREstatus='PENDING'做CAS防重",
        "复审批，每个动作携带idempotency_key由审计表唯一索引兜底，杜绝重复下发设备指令；动作参数由规则模板生成，",
        "AI只能写解释与风险提示、不能增删改参数",
        "证据约束回答策略：复用平台统一知识库检索结果（向量Top20+BM25Top20→RRF融合→引用溯源)，专注证据",
        "校验：知识库无命中明确回答无依据，无抓拍标记evidenceAvailable=false，证据不足输出UNCERTAIN而非强行判定",
        "多模型适配与可观测：LImProvider抽象兼容OpenAI兼容协议（DeepSeek/QWen/GLM)，无Key或调用失败自动",
        "降级规则引擎并标记degraded=true；FastAPl+WebSocket实时推送推理步骤，ai_agent_trace按traceld回放完整",
        "ReAct 轨迹",
        "平台侧实时Agent层（Java·LangChain4j·面向用户交互）",
        "Multi-Agent协同框架：抽象BaseAgent统一基类，规范「思考→工具调用→观察→回答 ReAct推理循环；基于",
        "Kafka消息总线实现智能体间上下文传递与并行协同；五大智能体（告警研判/巡检诊断/处置建议/知识问答／统计分",
        "析）覆盖告警处置全链路，",
        "处置响应由10分钟缩短至3秒",
        "统一知识库服务：搭建Milvus/PgVector+BGE/M3E Embedding知识库，支持PDF/Word/Markdown解析与段落",
        "/语义/长度多策略切片，向量语义+BM25关键词混合召回、重排序后附文档溯源，以检索服务形式同时供Java实时",
        "Agent与 Python后处理复用",
        "研判与视觉诊断Agent：研判Agent结合设备告警频率、地理位置与工况输出告警等级、影响范围与根因；诊断Agent",
        "调用视觉大模型（GLM/通义千问VL）识别塔杆倾斜、绝缘子破损、锈蚀等缺陷，支撑用户交互式实时诊断",
        "处置闭环与运营输出：处置建议Agent通过Function Calling调用平台API(startBackupDevice/sendCommand/",
        "createWorkOrder/dispatchDrone)，形成「Al决策→平台执行→结果反馈」可审计闭环；问答Agent支持多轮对话",
        "与子问题拆解，统计Agent做趋势预测与异常模式识别并生成日/周/月报，ECharts可视化",
        "IIoT智能巡检基础",
        "·高可靠告警引擎与多节点幂等：抽象DeviceMonitorStrategy统一设备告警入口，模板方法提供initZone/checkPoint",
        "钩子，7种告警策略即插即用；每2秒轮询+Redis持久化游标（30天TTL）支持重启断点续传；Redisson分布式锁",
        "+数据库乐观锁CAS+游标按ID推进三层保障，告警零重复零丢失，单条异常容错隔离",
        "地理围栏越界检测：MySQLMBR外接矩形四角冗余存储+复合索引预筛选空间数据，再交由JTS几何库做精确Point-",
        "in-Polygon判定；「读取历史状态+越界计数累加+状态翻转+坐标更新」封装为单Redis Lua脚本原子执行，连续3",
        "次越界触发告警过滤漂移误报",
        "多源接入与权限安全：设备上报入Kafka异步消费削峰；低功耗设备接入MQTT轻量协议；自研WebSocket认证配置",
        "器与广播器实现告警实时推送；封装JavaCV+FFmpeg实现多平台视频流拉取；Shiro+自定义OAuth2过滤器实现",
        "token 认证与RBAC权限",
        "创新：规则优先+AI增强（确定性环节不调模型，69条告警压成5个簇，token成本与告警量解耦)·评分门槛+相似缓",
        "存+日预算三重成本控制(低价值告警零token闭环)·自研ReAct框架与ToolRegistry（风险分级≥2强制人工审批)·",
        "HITL幂等执行（CAS审批+idempotency_key，重复下发为零)·RAG双路召回+RRF融合+证据约束（无依据即说无",
        "依据)·双栈分工(Python管异步告警后处理与成本治理，Java管实时交互Agent与统一知识库服务)·通信中间件平台化",
        "（协议接入效率提升60%~80%)·告警零丢失+Lua原子防抖（漂移误报率下降40%）",
        "企业级多源异构数据治理平台",
        "•企业级多源异构数据治理平台，基于SpringCloud微服务架构设计，统一接入7类关系型数据库与2类消息中间件，构",
        "建「数据源接入→元数据管理→数据清洗转换→多通道分发→可视化监控」完整数据治理链路",
        "技术栈：SpringBoot、SpringCloud、Nacos、Gateway、OpenFeign、MyBatis-Plus、Druid动态数据源、Redis、",
        "Shiro、JWT、RSA加密、RabbitMQ、EMQx（MQTT)、XXL-Job、Quartz、Skywalking、Vue、AntDesignVue、",
        "ECharts、Maven、Docker Compose等",
        "插件化多数据库方言架构：针对7类异构数据库SQL方言与分页语法差异，抽象DbDialect方言接口，工厂模式+注",
        "册表模式（DialectRegistry）实现方言自动发现与路由，新增数据库类型仅需实现接口并注册，符合开闭原则，方言接",
        "入成本由2天降至1小时"
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