Yuanzhen Xie

SkillMentor: LLM Agent Self-Evolution via Learning Blind-Spot Diagnosis

SkillMentor, which trains a Mentor policy via reinforcement learning to generate diagnostic tasks, identify recurrent failure modes, and curate them into reusable corrective skills, is proposed, suggesting that blind-spot diagnosis is a learnable capability, enabling self-evolution without updating executor weights or...