Author

Zihe Huang

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Preprint Jul 2026

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

The proposed LLM agent early-stopping cascade outperforms the best single-gate baseline in every model-environment pair, saving 1.5-8.8 times more compute at a 90% recall target.

Kai Ruan, Zihe Huang, Ziqi Zhou et al. · 1 citation