TY - JOUR AU - (Carson) Kai Shun Lam PY - 2026 DA - 2026/09/01 TI - The Quantum Holographic Form and Conformal Mellin Transform: A Bounded Optimization Framework for Quantum Gravity and Cosmological Scaling JO - Japan Journal of Research VL - 7 IS - 6 AB - We present a non-perturbative framework for quantum gravity that bypasses ultraviolet (UV) divergences by reframing bulk graviton scattering as a bounded, convex optimization problem on the bounding horizon. Utilizing the AdS/CFT correspondence as a computational dictionary, we replace the traditional invariant Einstein-Hilbert coupling constant with a scale-dependent, non-local holographic prefactor locked directly to boundary horizon microstate distributions. By mapping four-point stress-energy tensor correlation functions into Mellin space, we construct the Grand Unified Quantum Holographic Field Equation, anchoring low-energy Effective Field Theory (EFT) expansions to high-energy conformal bootstrap crossing relations optimized via semidefinite programming (SDP). Evaluating this master relation across spin sectors ℓ ∈{2,4,6} reveals that while the baseline duality gap width (∆gap) widens monotonically at high scaling dimensions, the activation of non-local Quantum Extremal Surface (QES) Island contributions triggers a total phase suppression, completely collapsing the unphysical excluded space (∆gap = 0) for external dimensions ∆ ≤ 2.0. This establishes that non-local horizon entanglement structures are strictly required to enforce crossing-symmetry unitarity. Extending the architecture onto non-flat cosmological geometries (k ̸ = 0) establishes a critical mass-energy threshold at ρcrit = 32.18012 Planck units for closed configurations (k = +1). Below this cutoff, spatial curvature drag forces early cosmic turnaround and freeze-out; above it, primordial momentum drives the system past the deceleration barrier toward stable de Sitter convergence where cosmic entropy saturates (S → Smax). Finally, we demonstrate that the multi-instanton anomalous dimension exponent (γanom) serves as a cosmic phase operator. The renormalization group (RG) flow drives γanom → 0 in the super-critical infrared expansion limit, eliminating infinite one-loop zero-mode fluctuations, ensuring exact scale invariance, and revealing classical general relativity as an emergent, thermodynamic manifestation of the bounding horizon. SN - 2690-8077 UR - https://dx.doi.org/10.33425/2690-8077.1245 DO - 10.33425/2690-8077.1245