... embeddings in BLOSUM62 evolutionary similarity before integration via a Perceiver IO bottleneck. Our central contribution is a hierarchical contrastive objective: first, intra-modal manifold calibration organizes each space using domain-specific axioms without binding labels; second, cross-modal alignment...