Null Dictionary Theory: Geometry, Groupoids, and Sparse Functorial Learning

We present Null Dictionary Theory, integrating Lorentzian null geometry, groupoid composition, and sparse functorial optimization. Sparse minimization yields minimal null subgroupoids, and the Sparse functor preserves geometric and algebraic structure, providing a unified foundation for FRLT generative modeling.