Neural geometry guides learning

Nature Neuroscience, Published online: 04 September 2026; doi:10.1038/s41593-026-02442-6

Why some skills are easier to learn than others remains a central question in neuroscience. Busch and colleagues demonstrate that the intrinsic geometry of human brain activity shapes learning, thereby facilitating adaptation that remains within existing neural manifolds while limiting learning beyond them.