Stratum

A guard pipeline for AI-generated code. Seven stages between “agent wrote code” and “code is safe to ship,” ordered from cheapest to most expensive: empty diff, scope enforcement, compilation, structural invariants, orphan detection, cross-session identity tracking, and only then an AI reviewer checking the changes against the original intent. Most agent failures get caught without burning a single token.

Active. I’ve written about the thinking behind it in Who Watches the Watcher and The Stack Nobody Talks About.

The homelab

24 containers behind Prometheus and Grafana. Partly a lab, partly a standing argument that architectural opinions are better when you’ve had to operate your own systems.