MetaSkill-Evolve Recursively Improves an Agent's Reusable Skill Library

arXiv·medium signal

Proposes evolving an agent's reusable skills on two timescales instead of relying on fixed, hand-authored skills, letting procedural knowledge adapt to task diversity over time. It targets self-improving, skill-based agent architectures. Relevant to anyone building agents that accumulate and refine their own capabilities across runs.