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还在纠结 Claude Code 的各种“黑魔法”怎么玩？Command、Subagent、Skills 到底有什么区别，各自适合什么场景？新出来的 Programmatic Tool Calling 又是啥，真的能提升「代码质量 + 开发效率」吗？因为一个工具不得不搭梯子，有没有体验接近、甚至更灵活的「平替」方案？本次分享将带你彻底搞懂～Claude Code ...

点击上方“Deephub Imba”,关注公众号,好文章不错过 !本文会带你从零搭建一个完整的概念验证项目（POC），技术栈涵盖 Adaptive RAG、LangGraph、FastAPI 和 Streamlit 四个核心组件。Adaptive RAG 负责根据查询复杂度自动调整检索策略；LangGraph 把多步 LLM 推理组织成有状态的可靠工作流；FastAPI 作为高性能后端暴露整条..

OpenAI最近发布了Codex应用服务器的详细架构描述，这是一个双向协议，它将Codex编码智能体的核心逻辑与其各种客户端界面解耦。应用服务器现在支持每一个Codex体验，包括命令行界面（CLI）、VS Code扩展、Web应用、macOS桌面应用，以及来自JetBrains和苹果Xcode的第三方IDE集成，通过一个单一、稳定的API实现。