Nature Communications, Published online: 18 June 2026; doi:10.1038/s41467-026-74059-z Predicting protein splitability is pivotal for engineering functional variants. Here the authors present SplitSeek-Pro, a deep learning model integrating sequence and 3D features to achieve accurate residue-resolution split site prediction for protein design.