Nature, Published online: 04 February 2026; doi:10.1038/s41586-025-09951-7

Discovery Learning, a machine learning approach integrating active learning, physics-guided learning and zero-shot learning into a human-like reasoning loop, is described for predicting the battery cycle life of new designs from minimal experiments, reducing prototyping requirements.

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