Nature, Published online: 09 April 2025; doi:10.1038/s41586-025-08829-yA foundation model trained on neural activity of visual cortex from multiple mice accurately predicts responses to video stimuli and cell types, dendritic features and connectivity within the MICrONS functional connectomics dataset.