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Most failed multi-turn agent trajectories contain a single, recoverable pivotal mistake that, if addressed, can restore task success, a phenomenon PivotOPD exploits for significant performance gains.
Leveraging LLM failure modes as a guiding resource can lead to substantial improvements in reasoning efficiency and performance.
