AINeutralarXiv – CS AI · 7h ago6/10
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SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories
SkillAdaptor introduces a training-free framework for refining external skills used by LLM agents, using step-level failure attribution instead of trajectory-level feedback. The method demonstrates consistent improvements across three evaluation benchmarks (WebShop, PinchBench, Claw-Eval) with gains up to 1.8 points, offering more stable and auditable skill maintenance for autonomous agent systems.
🧠 GPT-5