This paper introduces the General Theory of Correspondence to resolve fundamental cosmological paradoxes, including the Big Bang singularity, the Vacuum Catastrophe, and the Hubble Tension. By defining the universe as a scale-invariant, nested superfluid manifold anchored by a fundamental scaling constant, the framework provides a unified, first-principles derivation of cosmic age, density, and thermodynamic evolution without requiring hypothetical inflationary fields.