Author

Qian-Xi Yan

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Preprint Aug 2026

SkillEvo: Self-Renewing Evolution Gradients from Multi-Turn Interaction Feedback

This work argues that the binding constraint on sustained skill evolution is neither editing capability nor the number of iterations, but whether the evaluation feedback keeps supplying trustworthy evolution gradients, and introduces SkillEvo, in which trustworthy feedback generates the gradient and controllable govern...

Qian-Xi Yan, Chun-Rong Chen, Jiu-Zhou Zhao et al. · 0 citations