Sentry: Learning to Recover from LLM Agent Failures at Test Time

Changxiu Ji, Amy Lu, Qizheng Zhang +1

LLM agents often fail mid-task due to invalid tool calls, repeated actions, or poorly grounded reasoning, and learning from these failures is a path to reliability. We find that ho…