Semantic Lexicon implements persona-aware semantic modeling using pure NumPy instead of PyTorch/TensorFlow, achieving deterministic training loops with mathematical guarantees. The toolkit combines intent classification, knowledge graphs, and persona management with fixed-point ladder theory and EXP3 adversarial selection. Includes full mathematical proofs, projected primal-dual safety tuning, and a working CLI for corpus preparation and generation - all without requiring GPU acceleration.