Production-oriented LangGraph customer-service agent with hybrid RAG, durable async execution, HITL governance, MCP tools, observability, and reproducible evaluation.一个独立维护的 LangGraph 多智能体客服工程参考实现:四层状态机动态路由 (缓存检查 → 意图路由 → 专家 Agent 协作 → 响应后处理),叠加分布式执行底座 (PostgreSQL checkpoint + Redis 锁 + Celery worke
Multimodal RAG QA for cosmetics regulation: hybrid retrieval, two-stage reranking, evidence gating that refuses unsupported answers, uint32 RBAC, evaluation and observability. FastAPI + Qdrant/Elasticsearch/Redis; evidence levels separate implemented from production-validated.项目边界:这是面向化妆品知识问答场景的公开、独
Production-oriented LangGraph customer-service agent with hybrid RAG, durable async execution, HITL governance, MCP tools, observability, and reproducible evaluation.一个独立维护的 LangGraph 多智能体客服工程参考实现:四层状态机动态路由 (缓存检查 → 意图路由 → 专家 Agent 协作 → 响应后处理),叠加分布式执行底座 (PostgreSQL checkpoint + Redis 锁 + Celery worke...
Multimodal RAG QA for cosmetics regulation: hybrid retrieval, two-stage reranking, evidence gating that refuses unsupported answers, uint32 RBAC, evaluation and observability. FastAPI + Qdrant/Elasticsearch/Redis; evidence levels separate implemented from production-validated.项目边界:这是面向化妆品知识问答场景的公开、独...
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