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Zeolite-catalysed olefin carbonylation based on tuning spatial confinement

Nature, Published online: 21 October 2026; doi:10.1038/s41586-026-11183-2

The use of zeolites with an appropriate pore structure combined with a high CO/olefin ratio is shown to catalyse olefin carbonylation and produce primary and secondary carboxylic acids as the main products.
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Programmable design of functional proteins from natural language

Nature, Published online: 21 October 2026; doi:10.1038/s41586-026-11205-z

Pinal, a 16-billion-parameter artificial intelligence model, designs functional proteins from natural-language descriptions, demonstrating experimentally validated activities and improved CO2-fixation product yields without iterative optimization.
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