The Multi-Embed framework integrates histological images with multilayer molecular profiles to decode pathological morphologies. It uses unified multimodal embedding to link visual patterns directly to molecular data. This interpretable approach allows pathologists to identify specific biomarkers from images. Researchers can now map complex tissue structures to genomic signatures with higher precision.