Preprint
Jul 2026
Rethinking Self-Evolving Agent Skills: Feedback Dynamics over Multiple Rounds
Overall, persistent skill self-evolution is better understood as sparse, validation-filtered search with model- and benchmark-dependent returns, rather than steady improvement from additional rounds.
Yuxuan Liu, Zhaochen Su, Yuhao Zhang et al.
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