{"version":"1.0","generated_at":"2026-10-04T23:37:24.082984","id":1396,"slug":"deep-agents","title":"开源教程《Deep Agents 实战》发布","summary":"LangChain官方认证大使推出开源教程《Deep Agents 实战》，基于LangChain/LangGraph生态讲解三层架构和上下文工程，共8章+2准备篇，覆盖虚拟文件系统、任务规划等。","abstract":"开源教程《Deep Agents 实战》发布 LangChain官方认证大使推出开源教程《Deep Agents 实战》，基于LangChain/LangGraph生态讲解三层架构和上下文工程，共8章+2准备篇，覆盖虚拟文件系统、任务规划等。 LangChain官方大使发布《Deep Agents 实战》教程 提出三层架构：Runtime、Framework、Harness 核心技术为上下文工程与虚拟文件系统 涵盖虚拟文件系统六大工具及子Agent异步并行 Skills可复用至Claude Code、Cursor等30+工具 LangChain 官方认证大使 @zhanghaili0610 推出开源教程《Deep Agents 实战》，基于 LangChain / LangGraph 生态，讲解如何用 Deep Agents Harness 框架构建真实 Agent 应用。核心是\"三层架构\"：Runtime（LangGraph）、Framework（LangChain）、Harness（Deep Agents）。技术内核为上下文工程，通过虚拟文件系统实现按需读取、中间结果落盘、大文件局部读取。教程共 8 章 + 2 准备篇，覆盖虚拟文件系统（六大工具）、任务规划、子 Agent 委派（异步并行）及 Skills 复用（可在 Claude Code、Cursor 等 30+ 工具中通用）。 这是什么信号？ LangChain官方生态正在从基础框架向高阶应用脚手架演进，通过《Deep Agents 实战》教程推广可复用的Agent开发最佳实践，降低复杂Agent应用的工程门槛…","access_level":"member","access_label":"免费阅读","access_mode":"full","is_preview":false,"canonical_url":"https://opc.beizhux.com/content/1396/deep-agents","html_url":"https://opc.beizhux.com/content/1396/deep-agents","json_url":"https://opc.beizhux.com/content/1396/deep-agents.json","published_at":"2026-06-20T20:16:16","updated_at":"2026-10-04T22:57:42","category":{"slug":"ai-skills","name":"AI技能杠杆"},"source":{"site":"x.com","author":"X：邵猛 (@shao__meng)","url":"https://x.com/shao__meng/status/2068306942184034471"},"tags":["Agent开发","AI","AIHOT 精选","Deep 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实战》教程；提出三层架构：Runtime、Framework、Harness；核心技术为上下文工程与虚拟文件系统"},{"question":"这篇文章和哪些AI专题相关？","answer":"它适合放在Agent工作流、AI工具、AI超级个体专题里阅读。 关联原因：这篇内容命中「Agent、工作流」等主题信号。；这篇内容命中「自动化」等主题信号。；这篇内容命中「技能」等主题信号。"},{"question":"阅读这篇文章建议先理解哪些关键词？","answer":"建议先理解AI工具、工具、自动化、模型、Cursor这些关键词，再结合正文判断工具、机会或风险是否值得进入自己的工作流。"}],"terms":[{"slug":"ai-tools-term","name":"AI工具","definition":"在AI觉醒星球里，「AI工具」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 不只看工具热度，更看它能不能进入真实流程。","topic_slug":"ai-tools","topic_name":"AI工具","topic_title":"AI工具：模型、插件、自动化与实战场景","topic_url":"https://opc.beizhux.com/topics/ai-tools","topic_path":"/topics/ai-tools","url":"https://opc.beizhux.com/glossary/ai-tools-term","path":"/glossary/ai-tools-term","json_url":"https://opc.beizhux.com/glossary/ai-tools-term.json"},{"slug":"tools","name":"工具","definition":"在AI觉醒星球里，「工具」属于「AI工具」方向。围绕AI工具、模型能力、自动化流程和真实使用场景做整理，优先关注能提升效率、降低成本和创造新交付的工具。 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