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Verified execution experience can be transformed into a reusable resource, boosting model performance on complex workflows by up to 15.5 percentage points.
AutoResearch achieves a 1.85-point improvement in mean Recall while reducing audit-confirmed issues, showcasing a new standard for reliability in autonomous research systems.