Learning loops that
calibrate to you.

The problem

You correct Claude's mistakes. It apologizes. Next session, same mistakes. The corrections don't persist because Claude has no mechanism to learn from feedback across sessions. Every session is a fresh start with the same blind spots.

How Dev10x solves it

Dev10x's skill audit runs after each session, extracting lessons learned and updating skill definitions. Memory maintenance detects stale patterns and anti-patterns. Playbook drift detection catches when plugin upgrades change defaults. The system calibrates to you over time — each session is better than the last.

Related skills