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Surface oxides can completely suppress hydrogen uptake, revealing critical insights into hydrogen-material interactions that could reshape industrial applications.
By verifying its reasoning steps both locally and globally, MiroThinker-H1 achieves state-of-the-art performance in complex research tasks, demonstrating the power of integrated verification for reliable multi-step problem solving.