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Simon A. Lee

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#machine learning Preprint Sep 2026

Locating Hidden Failures Makes Long-Horizon Agents More Reliable

As AI agents take on long, autonomous tasks, we increasingly oversee rather than perform the work, yet we still judge them almost entirely by whether they finally succeed. An outcome cannot reveal where a run went wrong, whether the agent recovered, or the irreversible harm it caused along the way, and where long-horiz...

Salman Rahman, Y. Kim, Mihir Parmar et al. · 0 citations

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