self-refinement

To persist error patterns, the self-refinement Skill identifies recurring mistakes from user corrections and consolidates them into persistent Rules or Skills. It records changes with traceable file edits, ensuring the refined logic applies across future conversations.

A feedback loop for consolidating corrections automatically detects pattern-based errors during a session, or triggers manually via /reflect, to extract the error pattern. It then writes this experience into existing Skills and Rules as structured text for reuse.

You can trigger a review of recurring mistakes automatically when a pattern-based error is detected, or manually by entering the /reflect command. This initiates the consolidation process to update your persistent Rules and Skills with safe prompts.

Self-refinement supports both automatic triggering on pattern-based errors and manual triggering via the /reflect command. It ensures that identified error patterns are consolidated into existing Skills and Rules with traceable file edits across future conversations.

To ensure traceable file edits when updating persistent rules, the self-refinement framework applies safe prompts to record changes directly within existing Skills and Rules. This structured text recording maintains an actionable history of consolidated error patterns.