The Valente Field Reference Manifold (V‑FRM) is introduced as a unified geometric structure in which spacetime, canonical momentum, and informational degrees of freedom coexist within a single high‑dimensional manifold. The framework is equipped with a supermetric that couples Lorentzian, symplectic, and Fisher–Rao components, enabling a direct interaction between physical and informational curvature. Quantum behavior emerges naturally from the topology of the informational fiber: Planck’s constant appears as a holonomy invariant associated with mixed curvature terms. The same coupling provides a geometric mechanism that prevents curvature singularities in gravitational collapse. Beyond its physical implications, the V‑FRM offers a coherent interpretation of cognition, identity, and collective behavior as geodesic flows in informational geometry, suggesting that informational curvature plays a foundational role not only in physics but also in human life.