SkillAudit: Ground-Truth-Free Skill Evolution via Paired Trajectory Auditing

Haowen Gao, Haoran Chen, Can Wang +5

Agent skills are structured procedural packages that guide frozen LLM agents in specialized workflows. Skills rarely remain sufficient after deployment: edge cases, API changes, an…