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self-improving agents

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  1. MetaSkill-Evolve: Recursive Self-Improvement of LLM Agents via Two-Timescale Meta-Skill Evolution

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    MetaSkill-Evolve is a two-timescale framework that allows self-improving language models to improve not only their task skills but also the improvement procedure itself. The authors claim that this recursive approach…