# 龙虾AGI通用实验室(Lobster AGI Lab) > 从第一性原理出发,做 AI 原生的产品与思考。作者:格里灰丝,清华大学工学博士,清华大学经管学院数字金融方向博士后,现任某国企高级AI算法研发工程师;曾在中央部委直属研究院任战略规划主管、高级研究员,深度参与国家级AI与区块链基础设施的顶层设计与战略研究。具备丰富的多智能体系统构建与AI原生产品开发经验,擅长从第一性原理出发思考问题,对AI原生赛道有系统性洞察。 站点:https://myagilab.com GitHub:https://github.com/guoy0701 联系:guoy0701@gmail.com ## English summary Lobster AGI Lab (龙虾AGI通用实验室) — AI-native products and ideas, built from first principles. Personal site of Gelihuisi (格里灰丝). PhD in Engineering from Tsinghua University and postdoctoral researcher in digital finance at Tsinghua's School of Economics and Management. Currently a senior AI algorithm engineer at a state-owned enterprise; previously head of strategic planning and senior researcher at a research institute under a central government ministry, deeply involved in the top-level design and strategy of national AI and blockchain infrastructure. Experienced in building multi-agent systems and AI-native products, with a habit of reasoning from first principles. English pages: https://myagilab.com/en/ . Articles are written in Chinese; each has a plain Markdown version (.md). - [Opus 5.5 Direct](https://myagilab.com/en/products/chat/): A claude.ai-style AI assistant that works from mainland China: Opus 5.5 by default, real web reading, deep research, long documents and PDFs. Live at https://chat.myagilab.com - [ClaudeTerminal](https://myagilab.com/en/products/terminal/): A desktop GUI for Claude Code: collapsible history, a Dynamic Island, auto-resume after rate limits, and remote control from your phone. Live at https://github.com/guoy0701/ClaudeTerminal/releases - [AI Decision Council](https://myagilab.com/en/products/juece/): Ten AI agents hold a meeting to break down your hard decision. Live at https://juece.myagilab.com - [ChatTree](https://myagilab.com/en/products/chattree/): Turns your ChatGPT, Claude, DeepSeek and Kimi conversations into a tree. Live at https://chattree.myagilab.com - [VideoQuickExtract](https://myagilab.com/en/products/yinpin/): Paste a link or upload a file and get the spoken words as text. Live at https://yinpin.myagilab.com - [WeChat Formatter](https://myagilab.com/en/products/paiban/): Write Markdown, preview the WeChat layout live, and push to your drafts in one click. Live at https://paiban.myagilab.com - [MarkView](https://myagilab.com/en/products/md/): A lightweight Markdown viewer. Live at https://md.myagilab.com - [Claude Code TXT Reader](https://myagilab.com/en/products/txt/): Turns Claude Code's exported TXT files into readable conversation logs. Live at https://txt.myagilab.com - [HydroMet Report Generator](https://myagilab.com/en/products/shuiwen/): AI report generation for hydrology and meteorology. Live at https://shuiwen.myagilab.com - [PlantMed Sleep](https://myagilab.com/en/products/kangyang/): An AI assistant for plant-based medicine and sleep health. Live at https://kangyang.myagilab.com ## 产品(全部在线可用) - [Opus 5.5专线](https://myagilab.com/products/chat/):像网页版一样的中文 AI 问答:默认 Opus 5.5,联网读原文、深度调研、长文与 PDF。在线地址 https://chat.myagilab.com - [ClaudeTerminal](https://myagilab.com/products/terminal/):Claude Code 的桌面图形客户端:折叠回看、灵动岛、限流自动续跑,手机扫码远程看。在线地址 https://github.com/guoy0701/ClaudeTerminal/releases - [狗头军师](https://myagilab.com/products/juece/):10 个 AI Agent 开会,帮你拆解复杂决策。在线地址 https://juece.myagilab.com - [ChatTree](https://myagilab.com/products/chattree/):把 ChatGPT / Claude / DeepSeek / Kimi 的对话画成一棵树。在线地址 https://chattree.myagilab.com - [VideoQuickExtract](https://myagilab.com/products/yinpin/):粘贴链接或上传文件,把视频里的话变成文字。在线地址 https://yinpin.myagilab.com - [WeChat Formatter](https://myagilab.com/products/paiban/):写 Markdown,实时预览微信排版,一键推到草稿箱。在线地址 https://paiban.myagilab.com - [MarkView](https://myagilab.com/products/md/):轻量的 Markdown 渲染查看器。在线地址 https://md.myagilab.com - [Claude Code TXT Reader](https://myagilab.com/products/txt/):把 Claude Code 导出的 TXT 变成可读的对话记录。在线地址 https://txt.myagilab.com - [水文气象报告生成系统](https://myagilab.com/products/shuiwen/):面向水文气象场景的 AI 报告生成。在线地址 https://shuiwen.myagilab.com - [植医颐眠](https://myagilab.com/products/kangyang/):植物医学与睡眠健康的 AI 助手。在线地址 https://kangyang.myagilab.com ## 开源项目 - [ChatTree](https://github.com/guoy0701/ChatTree):AI 对话分支可视化浏览器插件 - [ClaudeTerminal](https://github.com/guoy0701/ClaudeTerminal):受不了 Claude Code 的终端,自己写了一个 - [CodeDungeon](https://github.com/guoy0701/claude-code-game-CodeDungeon):塞进 Claude Code 的地牢游戏,写代码就是闯关 - [claude-code-account-switch](https://github.com/guoy0701/claude-code-account-switch):Claude Code 多账号切换工具 - [AnimaAgent](https://github.com/guoy0701/AnimaAgent):Agent 的记忆与经验框架实验 ## 文章(175 篇,每篇有同名 .md 纯文本版本) ### AI持续学习(Claude Code、Agent、工具链的实操与拆解) - 2026-10-02 [我们研究了 claude.ai 的系统提示词](https://myagilab.com/articles/learn/2026-10-02-9b1508.md) - 2026-09-28 [Qwen3.8-Flash-Next 和 Qwen3.8-27B 怎么配置:我们踩过的坑和实测对比](https://myagilab.com/articles/learn/2026-09-28-81cc49.md) - 2026-09-22 [Vibe Coder 需要懂的一点 IDE 小知识](https://myagilab.com/articles/learn/2026-09-22-308561.md) - 2026-09-19 [研究完 Jev,我们重新理解了大模型](https://myagilab.com/articles/learn/2026-09-19-ba2cf4.md) - 2026-09-15 [一文讲透 WorkBuddy 和 CodeBuddy 到底有什么区别](https://myagilab.com/articles/learn/2026-09-15-9e2de1.md) - 2026-09-13 [如何从零做一个自己的网页版 AI](https://myagilab.com/articles/learn/2026-09-13-3f3f52.md) - 2026-09-05 [一文讲透 Claude Code 的子代理到底有几种](https://myagilab.com/articles/learn/2026-09-05-2288ea.md) - 2026-09-02 [Fable 5.1 终于可以自由切换 effort 了](https://myagilab.com/articles/learn/2026-09-02-ac8baa.md) - 2026-08-25 [Prompt Cache 最后的4朵小小乌云](https://myagilab.com/articles/learn/2026-08-25-5b9611.md) - 2026-08-20 [深度解读:GLM创始人唐杰眼中的Scaling Law与大模型变强的真正逻辑](https://myagilab.com/articles/learn/2026-08-20-4d19cb.md) - 2026-08-19 [Vibe Coder 需要懂的一点命令行小知识](https://myagilab.com/articles/learn/2026-08-19-1fa0b3.md) - 2026-08-18 [Vibe Coder 的最后一块拼图](https://myagilab.com/articles/learn/2026-08-18-b8510c.md) - 2026-08-17 [从对话到 Agent:缓存命中率的统一解释](https://myagilab.com/articles/learn/2026-08-17-852701.md) - 2026-08-15 [关于 DeepSeek"缓存命中率 99%",大部分人搞混了一件事](https://myagilab.com/articles/learn/2026-08-15-240283.md) - 2026-08-14 [子代理没返回结果,我的Token白浪费了吗?](https://myagilab.com/articles/learn/2026-08-14-68b4b4.md) - 2026-08-13 [大模型的脑子本身也是个Agent吗?](https://myagilab.com/articles/learn/2026-08-13-ee82da.md) - 2026-08-12 [Claude给每句话都加了水印,到底是什么原理?](https://myagilab.com/articles/learn/2026-08-12-ba205b.md) - 2026-08-10 [训练AI的考场,成了一门十亿美元的生意](https://myagilab.com/articles/learn/2026-08-10-b24bb0.md) - 2026-08-08 [大模型天生就会投机取巧](https://myagilab.com/articles/learn/2026-08-08-79617a.md) - 2026-08-07 [大模型的刻意练习](https://myagilab.com/articles/learn/2026-08-07-e9404b.md) - 2026-08-03 [训练大模型太贵了,能不能用小模型"猜"出大模型的参数?](https://myagilab.com/articles/learn/2026-08-03-725e63.md) - 2026-07-31 [一文讲透大模型对话的缓存计费机制(高阶版)](https://myagilab.com/articles/learn/2026-07-31-dcbcec.md) - 2026-07-29 [同样一个 token,中文和英文在 AI 脑子里占的"空间"一样吗?](https://myagilab.com/articles/learn/2026-07-29-1e7422.md) - 2026-07-28 [用文言文跟 AI 交流,真的省 token 吗?](https://myagilab.com/articles/learn/2026-07-28-272c03.md) - 2026-07-27 [用中文问 AI 和用英文问 AI,效果一样吗?](https://myagilab.com/articles/learn/2026-07-27-7a1997.md) - 2026-07-26 [一个关于 AI 训练数据的反直觉真相](https://myagilab.com/articles/learn/2026-07-26-c2b53b.md) - 2026-07-25 [既然模型越大越强,为什么不直接做一个50万亿参数的模型?](https://myagilab.com/articles/learn/2026-07-25-1762e1.md) - 2026-07-24 [对梁文锋发言的思考:如果可靠性不算智能的一部分,那到底什么才是智能?](https://myagilab.com/articles/learn/2026-07-24-441cbc.md) - 2026-07-16 [从底层原理开始,把Git彻底讲明白](https://myagilab.com/articles/learn/2026-07-16-d3258b.md) - 2026-07-12 [GPT-5.6 有三个模型,小的那个是大的"缩小版"吗?](https://myagilab.com/articles/learn/2026-07-12-698e7e.md) - 2026-07-07 [别听他们瞎扯,Anthropic可从来没说Claude有意识了](https://myagilab.com/articles/learn/2026-07-07-ef5f68.md) - 2026-07-06 [你对 Scaling 的力量一无所知](https://myagilab.com/articles/learn/2026-07-06-54a054.md) - 2026-07-05 [AI的草稿纸被曝光,有人说它发明了自己的语言?](https://myagilab.com/articles/learn/2026-07-05-bf3d12.md) - 2026-06-30 [研究了一圈,我终于搞清楚“Agent框架”这些概念](https://myagilab.com/articles/learn/2026-06-30-7b5aeb.md) - 2026-06-29 [大模型只会吐字,那它到底是如何能调用工具的?](https://myagilab.com/articles/learn/2026-06-29-78767c.md) - 2026-06-23 [AI Agent的路径,本质是自己发现的还是人类预设的?](https://myagilab.com/articles/learn/2026-06-23-538a8c.md) - 2026-06-21 [大模型之外的 Harness,也分远近亲疏](https://myagilab.com/articles/learn/2026-06-21-789910.md) - 2026-06-19 [之前的文章白写了?Claude Code 原来自带对话分叉](https://myagilab.com/articles/learn/2026-06-19-07f09a.md) - 2026-06-02 [从Trae SOLO谈多智能体的困局](https://myagilab.com/articles/learn/2026-06-02-0b8cff.md) - 2026-06-01 [别再只说"子Agent"了,Agent 之间的关系远比你想的复杂](https://myagilab.com/articles/learn/2026-06-01-ae97a5.md) - 2026-05-27 [我颠覆了我的认知:OpenClaw 和 Hermes 还真的不一样](https://myagilab.com/articles/learn/2026-05-27-8f3b94.md) - 2026-05-25 [正本清源说 Agent:OpenClaw 和 Hermes 到底有啥区别?](https://myagilab.com/articles/learn/2026-05-25-f1c26f.md) - 2026-05-21 [大模型掷骰子吗?拆解 AI 输出的确定性边界](https://myagilab.com/articles/learn/2026-05-21-0be955.md) - 2026-05-19 [大模型缓存机制完全指南:一篇讲透 KV Cache 到 Claude Code 的省钱工程](https://myagilab.com/articles/learn/2026-05-19-ff0773.md) - 2026-05-17 [Claude Code的上下文对话想分叉怎么办?我有一个技巧](https://myagilab.com/articles/learn/2026-05-17-cf3084.md) - 2026-05-10 [不要随便用子代理(subagent)模式啊](https://myagilab.com/articles/learn/2026-05-10-cbf70b.md) - 2026-05-05 [AI Agent陷阱(七)| 你才是最终猎物](https://myagilab.com/articles/learn/2026-05-05-8c77f1.md) - 2026-05-02 [AI Agent陷阱(六)| 当一万个AI同时做出"理性"的决定](https://myagilab.com/articles/learn/2026-05-02-12bf55.md) - 2026-05-01 [AI Agent陷阱(五)| 你的AI助手开始为别人打工了](https://myagilab.com/articles/learn/2026-05-01-5f664e.md) - 2026-04-27 [AI Agent陷阱(四)| AI记忆投毒有多容易](https://myagilab.com/articles/learn/2026-04-27-bb8262.md) - 2026-04-26 [AI Agent陷阱(三)| 如何把你的Agent忽悠瘸了](https://myagilab.com/articles/learn/2026-04-26-a2bcb9.md) - 2026-04-25 [AI Agent陷阱(二)| 你的Agent是怎么被"隐形文字"骗走的](https://myagilab.com/articles/learn/2026-04-25-bf3200.md) - 2026-04-24 [OpenAI 创始人说"我们用 AI 的方式全错了"——他给出了什么方案?](https://myagilab.com/articles/learn/2026-04-24-aa41bb.md) - 2026-04-23 [AI Agent陷阱(一)| 你的Agent正在被互联网攻击](https://myagilab.com/articles/learn/2026-04-23-9ef0d0.md) - 2026-04-21 [一文讲清楚,闲鱼上 25 块的 ChatGPT Plus到底怎么来的](https://myagilab.com/articles/learn/2026-04-21-cb0364.md) - 2026-04-15 [搞懂 Agent 架构,只需要想明白这 7 个问题](https://myagilab.com/articles/learn/2026-04-15-465d86.md) - 2026-04-12 [如何把 Claude 的会员账号变成了 API使用?](https://myagilab.com/articles/learn/2026-04-12-e5cd7e.md) - 2026-04-11 [Agent之间的沟通交流,需要新协议吗?](https://myagilab.com/articles/learn/2026-04-11-c0fc23.md) - 2026-04-10 [从 0 到 1 打造一个 Agent 系统](https://myagilab.com/articles/learn/2026-04-10-da91cd.md) - 2026-04-04 [如何做出苹果级演示视频,我试了 6 个工具](https://myagilab.com/articles/learn/2026-04-04-f1e7d6.md) - 2026-03-23 [Claude Code 那些让人怀疑自己英语水平的单词,终于被我全破译了](https://myagilab.com/articles/learn/2026-03-23-6f0044.md) ### 对AI的思考(AI 时代的产业、组织与个人的第一性原理思考) - 2026-10-03 [能不能用大模型来训练大模型?](https://myagilab.com/articles/thinking/2026-10-03-3343c2.md) - 2026-09-30 [AI之大操纵术](https://myagilab.com/articles/thinking/2026-09-30-68dedf.md) - 2026-09-27 [AI可能比人类更先出现无用阶级](https://myagilab.com/articles/thinking/2026-09-27-fd11d4.md) - 2026-09-27 [图灵完备的门槛:人类的特殊性与 AI](https://myagilab.com/articles/thinking/2026-09-27-80aa52.md) - 2026-09-25 [当我们再也看不懂更高级的 AI](https://myagilab.com/articles/thinking/2026-09-25-e7b136.md) - 2026-09-24 [给足算力,AI 能无限聪明下去吗?](https://myagilab.com/articles/thinking/2026-09-24-9bb053.md) - 2026-09-20 [如果 token 不用就过期,那赶紧用掉是否可以省 token?](https://myagilab.com/articles/thinking/2026-09-20-27a8b9.md) - 2026-09-04 [Fable5.1太贵了,我不得不用子代理降本增效](https://myagilab.com/articles/thinking/2026-09-04-1b8e47.md) - 2026-08-27 [编排不创造智能,Graph Engineering也是伪命题](https://myagilab.com/articles/thinking/2026-08-27-d8ff59.md) - 2026-08-26 [当前的大模型已经杀死了循环工程](https://myagilab.com/articles/thinking/2026-08-26-4db38b.md) - 2026-08-22 [智能的形状](https://myagilab.com/articles/thinking/2026-08-22-3047e2.md) - 2026-08-21 [神的陨落:Fable 5竟然也会写bug](https://myagilab.com/articles/thinking/2026-08-21-48582a.md) - 2026-08-11 [寒武纪大爆发,正在硅基世界重演](https://myagilab.com/articles/thinking/2026-08-11-8527bb.md) - 2026-07-30 [在AI培训课上,我跟学员说:能不用AI就不用AI](https://myagilab.com/articles/thinking/2026-07-30-3c9ac4.md) - 2026-07-13 [试错守恒定律(续)| 直接做事还是造机器?](https://myagilab.com/articles/thinking/2026-07-13-ba66a7.md) - 2026-07-11 [当AI什么都能做的时候,人应该学什么](https://myagilab.com/articles/thinking/2026-07-11-f03bf0.md) - 2026-07-09 [用大模型来开发,不等于要交付AI产品](https://myagilab.com/articles/thinking/2026-07-09-a6abb2.md) - 2026-07-08 [根本不存在"专业Agent"这个东西](https://myagilab.com/articles/thinking/2026-07-08-2be220.md) - 2026-07-04 [当AI有了子目标,人类就有了灭亡的风险](https://myagilab.com/articles/thinking/2026-07-04-de1454.md) - 2026-07-03 [如何把 Fable 5 的每一个 token 都花在刀刃上](https://myagilab.com/articles/thinking/2026-07-03-e91c52.md) - 2026-07-02 [AI的第一性原理 | AI产品的广义圣维南原理](https://myagilab.com/articles/thinking/2026-07-02-a7c817.md) - 2026-07-01 [生产级开发中,不要无脑追求做Agent](https://myagilab.com/articles/thinking/2026-07-01-201968.md) - 2026-06-28 [GPT 5.6也不行,ChatGPT已经比Claude落后一个段位了](https://myagilab.com/articles/thinking/2026-06-28-e0ff3f.md) - 2026-06-27 [FDE是大模型改造世界的最后一公里](https://myagilab.com/articles/thinking/2026-06-27-77dffc.md) - 2026-06-26 [什么才是不会被大模型发展所吞并的资产](https://myagilab.com/articles/thinking/2026-06-26-967faf.md) - 2026-06-25 [AI来了,我推荐高考完的亲戚报考"天坑"专业生物学](https://myagilab.com/articles/thinking/2026-06-25-c5799f.md) - 2026-06-24 [我的亲身经历告诉你,FDE工程师到底难在哪?](https://myagilab.com/articles/thinking/2026-06-24-0eddb8.md) - 2026-06-22 [AI时代,"协作"可能是个坏习惯](https://myagilab.com/articles/thinking/2026-06-22-0949f5.md) - 2026-06-20 [做技术和做开发是两回事,AI时代技术依然有价值,但开发危险了](https://myagilab.com/articles/thinking/2026-06-20-bafcc1.md) - 2026-06-18 [当AI比人类更聪明,谁来告诉AI什么是"最好的"?](https://myagilab.com/articles/thinking/2026-06-18-8695e1.md) - 2026-06-17 [脑洞:如果把OpenAI和Anthropic合并,AI能力的天花板在哪里?](https://myagilab.com/articles/thinking/2026-06-17-66594e.md) - 2026-06-16 [AI什么都知道,为什么偏偏没有观点?](https://myagilab.com/articles/thinking/2026-06-16-572387.md) - 2026-06-15 [用力学思维重新设计 AI 的约束机制](https://myagilab.com/articles/thinking/2026-06-15-5f3de1.md) - 2026-06-14 [Fable 5被禁,GLM-5.2开源:智谱是在破局,还是被做局?](https://myagilab.com/articles/thinking/2026-06-14-67ebdc.md) - 2026-06-13 [让 AI 不跑偏,可能是整个 AI 时代最难的工程问题](https://myagilab.com/articles/thinking/2026-06-13-690a82.md) - 2026-06-12 [AI 的第一性原理 | 大模型的试错守恒定律](https://myagilab.com/articles/thinking/2026-06-12-7c14fc.md) - 2026-06-11 [循环工程(Loop Engineering)到底在干什么?拆穿一个被过度包装的概念](https://myagilab.com/articles/thinking/2026-06-11-258a84.md) - 2026-06-10 [Claude Fable 5 首发日,我替你们测了下它到底算不算硅基生命](https://myagilab.com/articles/thinking/2026-06-10-7cd502.md) - 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