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LangChain 讲 agent 怎么用 filesystem 做 Context Engineering，看的我想笑。 这不就是 Manus 那套上下文工程的灵魂思路嘛？ 把信息从 prompt 里解放出来， 放到外部状态里， 该读读、该丢丢、不要把模型当仓库塞爆。 核心都是把 context 变成可控资源，上下不可控猛堆料跟祈祷没什么区别。 但有些许区别，LangChain 走得更彻底。 它让 agent 把 filesystem 当自己的大脑皮层， 目录结构就是抽象层级，grep/glob 就是检索机制。 （是不是很熟悉，有两家大模型也是这么干的） 搜索结果先写进文件系统，再按需召回。 提示词/工具说明/路线图/思考过程全写到文件里， 由 agent 自己增删改查。 这种感觉特别熟悉， 在前互联网时代，当架构走到系统级，大家最后都会殊途同归。 无论是 Manus 的 context-threads / scratchpad / lifecycle management， 还是 LangChain 的 filesystem-first / modular-agents / lazy-context， 最后都指向一句话： Context ≠ Token Window，Context = 外部化状态 + 调度机制 + 可维护结构。 模型再大，拼到最后还是工程，至少现阶段看还是这样。
行道途中。非求速成，惟求通达。 2023 年扎进AI ，打通Know-How，不少赚钱项目，踩过坑，也见过光。 围城里待得够久了，出来聊聊世界，聊聊技术、聊聊赚钱。
Ok I feel like I’m a negative Nancy lately. Talking about stuff I don’t like. Well here’s something I do like: Japan
I used to live in Japan for about 10 years. Visited in early November after 15 years away. Already booked a trip back for December. It’s that good. Can’t believe I’ve not visited for so long.
The 2 most evil taxes: - Property tax - Inheritance tax They should have never been allowed to exist.
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This December, I will wear my famous red ashawo shorts again and swim in the ocean.
Founder | Author | Speaker Building @beltstripe. Healtech/EdTech/Agric I'm Not The Man Of Your Dreams. Your Imagination Wasn't This Great.
我刚刚用 Dessix + Gemini 3 Pro 写了篇小说，讲大学老师面对学生用 AI 时的感受和对策。欢迎多提宝贵意见😄🤝 https://t.co/jinHHw3OQT #Dessix @dessix_io
Teach AI for Science on https://t.co/EjMt9Lde9B Youtube: https://t.co/OofaON17z1 Substack: https://t.co/IIleagZfwW 知识星球：https://t.co/kyzMiDmFWb