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 fact…