self-improvement

Automate continuous improvement of system documentation by instructing Claude to review recent session learnings, capture new patterns, and update CLAUDE.md and specialized documents accordingly. This ensures all workflow changes are recorded and pushed.

Updating CLAUDE.md with new patterns is handled automatically at the end of a session. The system captures discovered workflows and rules, applying structured updates to core manuals to ensure changes are recorded and pushed promptly.

Structured updates to project documentation are needed whenever workflows evolve or new patterns are discovered. Applying mandatory per-session logging ensures all changes are recorded, maintaining discoverable auto-discovery of Skills across all workflows.

This self-improvement approach does not require manual logging to maintain specialized documents. It automates the capture and incorporation of new rules and workflows into the documentation system, applying real-time updates when workflows evolve.

Automating CLAUDE.md updates for session learnings is limited to capturing patterns and workflow changes explicitly discussed during the active session. It requires a structured end-of-session review process to ensure all documentation changes are committed and pushed successfully.