EvoBelief: Falsifiable World Models for Self-Improving LLM Agents

Janet Wang, Jiang Guo, Yi Xiang +6

Self-evolving LLM agents typically improve how they act through accumulated experience, reflection, or skills. Yet even procedurally capable agents can fail when their beliefs abou…