self-learning

AI continuous improvement system that detects learning opportunities and evolves skills based on usage patterns. Use when experiencing repeated patterns, skill gaps, workflow inefficiencies, error recovery situations, or when existing skills have not worked as expected and need improvement. Triggers on: iterative refinements, skill modifications, new domain requests, troubleshooting patterns, or workflow optimization opportunities.