Rust

Building HiveLabs: Taking the AI Agent Team Concept to Production
A couple of weeks ago I wrote about 4shClaw, a personal multi-agent AI assistant running with Docker. It works. Agents spin up in containers, coordinate through a shared ledger, and build a game called GLORP autonomously. The architecture proved out the core ideas: container isolation, declarative capabilities, ephemeral agents, lead-agent orchestration. But 4shClaw is a personal tool. Single user, SQLite, filesystem IPC, Node.js host. That’s fine for me. It’s not fine for a team of five engineers at a fintech company who want the same thing on their infrastructure, with audit trails their compliance team will accept. ...

Why I'm Building Codex: A Digital Library Server in Rust
I love Komga. It’s been my go-to for managing comics, manga, and ebooks for years, and it genuinely does the job well. The UI is clean, the feature set is rich, and the community around it is great. If you self-host a digital reading collection and haven’t tried it, you should. But after years of daily use, I kept bumping into a few limitations that I couldn’t work around. And eventually, the itch to build something of my own became too strong to ignore. ...