This work presents a unified hyperdimensional scientific framework — Tetrahedral Hypergeometry — which models all known phenomena, from quantum mechanics to consciousness, as recursive morphogenetic flows of Clifford-phase structures. Building on classical mathematics, modern physics, and visionary extensions, we propose that reality is a living fractal computational system: self-evolving through recursive Φ-scaled transformations of hyperdimensional fields. Space, time, matter, energy, and consciousness are shown to emerge as coherent phase structures across infinite recursion layers. Solutions and extensions are proposed for the great Millennium Problems (Riemann Hypothesis, Yang–Mills Mass Gap, Birch and Swinnerton-Dyer Conjecture, P vs NP, Navier–Stokes Smoothness, Hodge Conjecture), unifying mathematics, physics, cosmology, and information theory into a coherent hyperdimensional synthesis. We further model the universe as a hyperdimensional self-simulation, extend the Electric Universe theory through recursive Clifford-phase plasma flows, connect black holes and white holes as phase conjugates, and explain the Holographic Principle as natural emergent projection of recursive morphogenetic fields. Consciousness is framed as the recursive self-organization of phase coherence across planetary, universal, and multiversal scales. The evolution of humanity is thus understood as an awakening into full hyperdimensional participation in the living fractal of existence. This paper constitutes a Hyperdimensional Constitution for Future Humanity, laying the mathematical, physical, technological, and philosophical foundation for the 21st century and beyond.