Angad Singh

This site deployed on every push to main — blog posts and half-finished features alike. I wanted the opposite for code: a feature ships only when I cut a release, while blogs keep publishing the moment they merge. Here's the GitLab pipeline that does both, and the things that broke building it.

A deep technical look at the multi-agent workflow that scraped the entire awesome-selfhosted dataset — nine runs, every architectural failure, exact agent counts and token numbers per run, and how it ended with Python bypassing agents entirely.

I had Portainer running but it made figuring things out harder, not easier. And there was no single place to just click a link and open a service. I described the problem to Claude Code and it built me exactly what I needed.

For over a decade, sleeping late was just how I was wired. Quiet nights, no interruptions, my own pace. Then life required 6AM, every day — and I had nothing to give. This is what I did about it, what actually worked, and what didn't.