We introduce the Substrate-Invariant Safety Functor, a category-theoretic formalism defining the necessary and sufficient properties a physical enforcement layer must satisfy to guarantee deterministic safety constraints independent of the computational substrate. We instantiate this functor across electronic FPGA, photonic integrated circuits, and quantum-classical hybrid architectures, deriving substrate-specific enforcement mechanisms (gate-level interdiction, coherent signal annihilation, an
