SkillCommit: Evolving Agent Skills through Behaviorally Validated Scope Expansion.

arXiv:2608.15165v2 Announce Type: replace Abstract: Large language model (LLM) agents can continually improve without parameter updates by converting historical experience into reusable procedural knowledge. However, existing methods often consolidate experien