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Automating scientific instruments is now as easy as mimicking a human using the GUI, unlocking faster and more reproducible research.
Smaller reasoning models can achieve both higher accuracy and shorter reasoning chains by adaptively penalizing unnecessary reflections and coordinating length penalties with problem complexity.
