Nature Medicine, Published online: 15 June 2026; doi:10.1038/s41591-026-04432-4 Neural decoding algorithms that leverage physiological principles of locomotor encoding support activity-dependent deep brain stimulation therapies that improve locomotor deficits in people with Parkinson’s disease.