Self-Improving Agent

Turn evidence from completed work into a small, auditable behavior change. The default result is a candidate or no change—not an automatic rewrite of skills.

Use This Skill When

• A tool or workflow failed in a way that may recur.
• The user corrected an assumption, requirement, or operating rule.
• The same workaround appeared more than once.
• A focused test proved a better reusable method.
• The user asks to review or consolidate learning candidates.

Do not use it for routine session summaries, raw transcript storage, speculative ideas without evidence, or project facts that belong in project documentation.

Required Outcome

Every run ends in exactly one state: