Standard benchmarks conflate task competence with operational safety: agents that complete 84% of enterprise workflows recover correctly from mid-execution faults in fewer than half of cases, and naive retry compounds errors—creating duplicate external effects—in 53% of trials.
Original headline:UndoBench: Enterprise AI Agents Score 84% on Tasks, Only 47% on Fault Recovery
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