Agent Learner

• name: Agent Learner
• description: AI self-learning from mistakes and corrections. Log errors, track patterns, generate improvement plans, and build best practices. Commands: mistake, correction, pattern, improve, quiz, report, reset, best-practices. Use when an AI agent needs to learn from failures and user feedback.

Steps to Self-Improvement

1. Log mistakes — Record what went wrong and the context.
2. Capture corrections — When a user corrects you, log the before/after.
3. Find patterns — Identify recurring mistake categories.
4. Build a plan — Generate targeted improvement actions.
5. Self-test — Quiz yourself on past mistakes to reinforce learning.
6. Track progress — Review reports to measure improvement over time.
7. Extract practices — Distill learnings into reusable best practices.

Commands