Side-Project

Building 4shClaw: A Multi-Agent AI Assistant That Runs Your Life (and Builds Its Own Demo)
I’ve been trying to build personal AI assistants on and off for a while. Bots backed by LLM APIs, cron jobs that would run some automated task. None of them stuck really. Then OpenClaw came along and kicked off the personal AI assistant movement. It looked like what I wanted, until I looked under the hood. The thing wants access to everything: your email, your calendar, your GitHub, your files, all funneled through a single Node.js process with shared memory and no real isolation. One bad prompt injection through an email summary could, in theory, access your GitHub token, your calendar credentials, and every other secret the system knows about. That’s not a hypothetical either: multiple critical CVEs in 2026 alone, all stemming from the same architecture. ...

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. ...