本文介绍了如何构建可靠、可观测且成本可控的智能体AI系统。文章提供了一个实用的生产级部署蓝图，包含基于LangChain/LangGraph的推理循环、RAG向量搜索和重排序、模式验证等护栏机制、令牌计量和追踪、异步执行和超时控制，以及可容器化部署的FastAPI接口。涵盖了从推理循环、RAG到护栏、遥测和成本控制的完整生产工作流。

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