BRCA1 and neoplasm: By synergistically integrating histopathological features from WSIs with clinical phenotypes from EHR through a unified latent representation space, MAIGGT achieves state‐of‐the‐art performance while providing novel biological insights into BRCA1/2‐associated tumor biology.