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

Haowen Gao, Haoran Chen, Can Wang +5

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…