The quest for a unified understanding of fundamental physical phenomena remains severely obstructed by the mathematical incompatibilities between Quantum Field Theory (QFT) and General Relativity. This paper elaborates on the critically revised core postulates of Covariant Loop Dynamics (CLD), elevating it from a qualitative hypothesis to a rigorously quantified geometric framework governed by Dynamic Vacuum Tension (DVT). We systematically deconstruct the failures of current orthodox paradigms ranging from the Cosmological Constant "Vacuum Catastrophe" to the Hadronic Mass crisis and the Dark Matter anomaly. For each physical domain, we contrast the best existing theories against their inherent mathematical weaknesses, subsequently demonstrating how CLD resolves these anomalies. By modeling the vacuum as an elastic manifold bounded by the Planck tension (P = c4/G), and introducing the fundamental geometric coupling constant Z ≈ 7.477, CLD analytically derives the mass of the proton via 3D Trefoil knot topology, inherently resolves the Muon g − 2 discrepancy, and predicts the exact holographic scaling of Dark Energy. Furthermore, this manuscript fortifies the framework with a rigorous Socratic dialogue, anticipating and resolving critical theoretical objections. This critical elaboration establishes CLD as a falsifiable and structurally superior explanatory system for the cosmos.