Self Improving Agent

This logs every failure, user correction, and capability gap to help Claude learn from mistakes across sessions. When a bash command times out, you say "actually, try it this way," or you ask for something it can't do, it writes structured logs that get reviewed at session start. The hook system catches corrections like "No, that's wrong" and integrates with QAVR to boost memory rankings for successful patterns. It's basically a feedback loop that persists beyond individual conversations. The capability tracker is especially useful because it shows you what features users keep requesting that don't exist yet. Fair warning, you'll need to maintain these log files or they'll grow indefinitely.