Nature, Published online: 29 January 2025; doi:10.1038/s41586-024-08477-8A modelling approach predicts SARS-CoV-2 variant dynamics on the basis of immunity and cross-neutralization, which was shaped by a regions SARS-CoV-2 infection history.