This HPU (Hamiltonian Process Unit) preserves the message-passing topology to ensure spectral consistency and zero-cost transferability across discretization scales. An implementation of the Grokkit framework that treats the Hamiltonian operator as a continuous spectral primitive, enabling seamless resolution scaling without retraining.