Structure-aware Protein-ligand INTeraction (SPRINT): ultrafast deep-learning framework for drug-target interaction (DTI) prediction and virtual screening. Co-embeds proteins (SaProt structure-aware sequence) and ligands (Morgan fingerprints) into a shared space, enabling interaction prediction at the speed of a single dot product.