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文档平台 Mintlify 发了一篇工程博客，讲了一件挺有意思的事：他们给自家 AI 文档助手造了一套假的文件系统，叫 ChromaFs，让 AI 以为自己在用 grep、cat、ls 这些命令浏览文件，实际上每个命令都被拦截、翻译成了数据库查询。

效果很直接：会话启动时间从原来沙箱方案的 46 秒降到 100

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A beautiful CLI tool to see what's running on your ports - LarsenCundric/port-whisperer

LLM Knowledge Bases

Something I'm finding very useful recently: using LLMs to build personal knowledge bases for various topics of research interest. In this way, a large fraction of my recent token throughput is going less into manipulating code, and more…

tuitter. Contribute to bddicken/tuitter development by creating an account on GitHub.

"OpenHarness: Open Agent Harness". Contribute to HKUDS/OpenHarness development by creating an account on GitHub.

awesome autoresearch list. Contribute to yibie/awesome-autoresearch development by creating an account on GitHub.

Contribute to video-db/call.md development by creating an account on GitHub.

Contribute to multica-ai/multica development by creating an account on GitHub.

把前任蒸馏成 AI Skill，用ta的方式跟你说话。Inspired by colleague-skill（同事skill）. - therealXiaomanChu/ex-skill

2026年，普通人如何量化交易