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

Kai Ruan, Zihe Huang, Ziqi Zhou +4

The paper proposes using lightweight linear probes on hidden states of large language model agents to predict failures early and abort doomed episodes, achieving large compute savi…