Critic Experience Bank: Self-Evolving Step-Level Confidence Estimation for LLM Agents.

arXiv:2607.12397v2 Announce Type: replace Abstract: LLM agents operate in stateful environments, where a single erroneous step can waste limited interaction budget or cause irreversible effects before task failure becomes apparent. Reliable deployment therefor