Regularization of Quantum Geometry and the Emergence of Macroscopic Time: The Asymptotic Masking Phenomenon and Algorithmic Limits of Epistemic Exclusion on LHC Scale

This paper extends the non-commutative geometric framework established in Part VII to analyze the epistemological status of quantum-geometric models on type II_∞ von Neumann factors under the constraints of empirical null results from the Large Hadron Collider (LHC). Incorporating the MERA renormalization group flow, we formalize the phenomenon of asymptotic masking, wherein a non-Markovian phase leakage into the spin network—governed by the topological invariant β_S ≈ 0.0564 — is dynamically absorbed by multi-dimensional minimization routines (MINUIT).Through a rigorous Injected Signal Test, we demonstrate that the observed precision agreement with the Standard Model background (χ²/ndf → 1.00 ± 0.01) is an algorithmic artifact of nuisance parameter profiling rather than a physical exclusion of quantum non-locality. Finally, we formulate exhaustive technical specifications for independent research institutions to isolate these hidden phase signatures using unsupervised adversarial neural networks and fixed-background profiling protocols applied directly to raw Evenet logs.