The Hubble tension, a significant discrepancy between the Hubble constant () values derived from early-time (Cosmic Microwave Background and Baryon Acoustic Oscillations) and late-time (Cepheid-calibrated Type Ia Supernovae) measurements, remains a major challenge in cosmology. Traditional attempts to resolve this tension have struggled to maintain consistency with dynamical and geometrical probes at redshifts . We explore a novel model introducing new degrees of freedom in local physical laws affecting calibrators like Cepheids and Type Ia Supernovae within a distance of Mpc (). Specifically, we incorporate a gravitational transition causing a change in the gravitational constant () at a specific distance, affecting the Cepheid Period-Luminosity Relation (PLR) and the absolute magnitude of SNe Ia. We verify the inverse scaling of SN luminosity with Chandrasekhar Mass in a changed scenario as predicted using a semi-analytical model in a recent theoretical study \cite{Wright2018}. Fixing , our model naturally resolves the Hubble tension, yielding a best-fit value consistent with the Planck measurement, even without using Planck data. This approach suggests a potential resolution to the Hubble tension by aligning with high-redshift CMB measurements.

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