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Introduces Critic Experience Bank (CEB), a self-evolving critic framework for step-level confidence estimation in LLM agents that leverages a memory bank of past judgments and consequences to improve calibration without training.
SkillAdaptor is a training-free step-level skill adaptation framework with explicit failure attribution for LLM agents, improving performance on WebShop, PinchBench, and Claw-Eval.