A large study shows that routine H&E pathology slides contain rich spatial proteomic signals that can be decoded by AI to model the tumor immune microenvironment at population scale. By generating virtual multiplex immunofluorescence images, GigaTIME enables pan-cancer discovery of immune patterns linked to invasion stage, survival, and genomic alterations.