Scale-Invariant Topology of Mass-Energy: Unifying QCD Confinement and Macroscopic Dark Matter Architectures

Modern theoretical physics and observational cosmology operate under a fundamentally fractured ontological framework. For over a century, the universe has been compartmentalized into discrete, seemingly irreconcilable physical regimes. On one end of the dimensional spectrum lies the microscopic quantum scale, governed by the probabilistic interactions, discrete energy states, and gauge symmetries of the Standard Model. On the opposing end lies the macroscopic cosmological scale, dictated by the deterministic, continuous metric tensor geometry of General Relativity. This artificial demarcation has precipitated decades of theoretical stagnation, particularly concerning the reconciliation of quantum field theory with gravity, the elusive nature of dark matter, the origins of dark energy, and the fundamental definition of mass-energy equivalence.