Standard LCDM cosmology relies on undetected "Dark Matter" and "Dark Energy" to explain gravitational anomalies. This paper introduces the Hamouda Informational Gravity Model (HIGM), a framework where gravity is not a fundamental force of mass but an emergent phenomenon of Information Entropy. By identifying Infrared (IR) radiation as the primary cosmic information carrier, we demonstrate that the resulting entropic gradients generate the pressure and curvature traditionally attributed to dark sectors. We provide empirical validation across multiple scales, including the Milky Way, Andromeda (M31), and the Hubble Tension, proving that gravitational stability is a thermodynamic necessity driven by infrared information flow.