Standard Quantum Field Theory (QFT) is plagued by Ultraviolet (UV) divergences, necessitating the complex machinery of renormalisation and counter-term subtraction. We present an alternative framework based on a 0--2--3 differential form hierarchy. By enforcing geometric exactness on the field strength and introducing a constitutive suppression functional, we demonstrate that UV divergences are bypassed rather than subtracted. This approach provides a natural, pre-metric regulator that preserves the structural integrity of the vacuum.