Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

Kai Ruan, Zihe Huang, Ziqi Zhou +4

Large language model (LLM) agents often waste inference compute by continuing multi-step trajectories that are already doomed to fail. We study early failure prediction and inferen…