Self-Reports Are Not Verification: Environment-Grounded Auditing of LLM Operators in Evolutionary Search

Enrong Pan, Ryan Zhou, Ting Hu

Language model agents increasingly propose actions, observe external feedback, and explain their own behavior. Their confidence and rationales are convenient monitoring signals, bu…