How Do Agents Fail on AutoResearch: End-to-End Diagnostic Evaluation on 100 Real-World Frontier Research Tasks
AutoResearchEval, featuring 100 tasks grounded in published frontier science across 7 scientific domains and the full research lifecycle, and ARFT, a framework of 45 empirically-grounded failure patterns to enable scalable fine-grained attribution, are introduced.