SelfEvoSkill: Paired Execution Audits for Skill Revision without External Outcome Supervision.

arXiv:2606.14239v2 Announce Type: replace Abstract: Agent skills provide LLM agents with reusable procedures, but a given skill may be incomplete, ineffective, or misleading for the current task. Existing methods for revising skills typically rely on external