PrefixGuard: Online Failure Warning and Trace-Grounded Diagnosis for LLM Agents.

arXiv:2605.06455v2 Announce Type: replace Abstract: Large language model (LLM) agents execute multi-step tasks, but terminal verdicts arrive too late for intervention. Agent traces mix messages, tool calls, and feedback, making it difficult to learn failure si