Deterministic neurosymbolic engine — projects embeddings into prime integers for explainable subsumption, composition, and gap analysis. 30.9x faster than cosine similarity.
End-to-end prime factorization in a generative LM. 40M-param GPT that learns algebraically verifiable prime-factor signatures at negligible language cost (+1.7% PPL). Paper (Zenodo) + triadic-head (PyPI) + reptimeline.
