Blog
Lessons learned, architecture choices and opinions on development, infrastructure and AI agents.
The model only writes what rules cannot. The full path from a job ad to a rendered résumé, how the ATS score is computed, and how AI costs stay under control.
A real issue, four minutes, a merged PR and a release, with no human in the loop. What the Shipyard loop does at each step, the guardrails that hold it, and the limits I ran into.