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Building a Multi-Agent Framework in Public for 5 Weeks—Here's What I've Learned

Building a Multi-Agent Framework in Public for 5 Weeks—Here's What I've Learned

我花 5 週在公開場合打造多代理 AI 框架,這是我的心路歷程

I've been building AIPass in the open for 5 weeks using Claude Code, and it's finally coming together. Here's the deal: AIPass is a local CLI framework that gives AI agents something they usually lack—persistent identity, memory, and the ability to actually communicate with each other. Instead of sandboxed isolation, agents share the same filesystem, project, and files. Install it with pip, run two commands, and your agent remembers exactly where it left off the next day. The real problem I was solving: AI can remember things, but it forgets context between sessions. This changes that.

Keywords

multi-agentAI agentspersistent memorylocal frameworkfilesystemopen source development