LogoThread Easy
  • 発見
  • スレッド作成
LogoThread Easy

Twitter スレッドの万能パートナー

© 2025 Thread Easy All Rights Reserved.

探索

Newest first — browse tweet threads

Keep on to blur preview images; turn off to show them clearly

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。

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。

avatar for 凡人小北
凡人小北
Thu Nov 27 12:32:33
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

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.

avatar for Jon Yongfook
Jon Yongfook
Thu Nov 27 12:31:23
The 2 most evil taxes: - Property tax - Inheritance tax They should have never been allowed to exist.

The 2 most evil taxes: - Property tax - Inheritance tax They should have never been allowed to exist.

🌏 RCBI advisor & offshore services for HNWI, business owners with a focus on:🇨🇭🇲🇾🇰🇳🇵🇾🇻🇺🇳🇷🇵🇦🇱🇻🇦🇪🇭🇰 | Geopolitics | Healthy lifestyle

avatar for Lord Y. Fouzi 🇲🇾🇨🇭
Lord Y. Fouzi 🇲🇾🇨🇭
Thu Nov 27 12:18:20
If I run up the stairs with @WHOOP it shows more strain than 1 hour of lifting the heaviest weights I've ever lifted It's completely biased against strength training And it seems they don't care and instead wanna be a cardio only tracker

If I run up the stairs with @WHOOP it shows more strain than 1 hour of lifting the heaviest weights I've ever lifted It's completely biased against strength training And it seems they don't care and instead wanna be a cardio only tracker

🇪🇺https://t.co/NdorAWrhrB @euacc 📸https://t.co/lAyoqmT9Hv $125K/m 🏡https://t.co/1oqUgfDEsx $40K/m 🛰https://t.co/ZHSvI2wRou $38K/m 🌍https://t.co/UXK5AFra0o $16K/m 👙https://t.co/RyXpqGvdBB $14K/m 💾https://t.co/M1hEUBB6da $6K/m

avatar for @levelsio
@levelsio
Thu Nov 27 12:15:30
This December, I will wear my famous red ashawo shorts again and swim in the ocean.

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.

avatar for Sani Yusuf
Sani Yusuf
Thu Nov 27 11:48:35
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

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

avatar for Wang Shuyi
Wang Shuyi
Thu Nov 27 11:43:46
  • Previous
  • 1
  • More pages
  • 2213
  • 2214
  • 2215
  • More pages
  • 5634
  • Next