PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors
arXiv:2605.06455v1 Announce Type: new
Abstract: Large language model (LLM) agents now execute long, tool-using tasks where final outcome checks can arrive too late for intervention. Online warning requires lightweight prefix monitors over heterogeneou…