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Long-horizon Evaluation / Lab-in-the-Loop

MutaBench

Long-horizon evaluation of scientific agents with lab-in-the-loop feedback.

2026 In progress

MutaBench evaluates scientific agents on long-horizon tasks that require iterative decisions and feedback. It focuses on how agents use evidence and adapt across multiple rounds of a scientific workflow.

The project connects long-horizon task evaluation with lab-in-the-loop workflows, studying how experimental feedback informs subsequent decisions.