Nature Neuroscience, Published online: 09 June 2026; doi:10.1038/s41593-026-02311-2 Busch et al. use nonlinear neural manifolds to help humans gain rapid control over a noninvasive brain–computer interface, allowing them to learn how to play a video game with real-time fMRI neurofeedback from cognitive brain regions.