3 projects
reptimeline
Track how discrete representations evolve during training
triadic-head
Drop-in triadic projection head for any HuggingFace transformer. Adds interpretable prime-factor algebraic signatures at negligible language cost (+1.7% PPL).
triadic-engine
Deterministic AI auditing and semantic validation via prime factorization — 30.9x faster than cosine, fully explainable
