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Scientists at Brookhaven National Lab just cracked a major bottleneck in catalyst discovery: finding materials that turn COâ‚‚ into methanol efficiently used to take years of trial-and-error. Their new multilayer machine learning framework screens candidates step-by-step like a chemist would, cutting through the noise to find rare, high-performing catalysts that outperform industry standards.