Description: This research introduces a novel framework, "Point → Ratio → Form," aimed at providing a unified understanding of cosmic evolution. By categorizing the universe's development into three distinct stages—Point (origin), Ratio (dynamic interplay), and Form (resulting structures)—this framework emphasizes the fundamental role of the golden ratio (ϕ) in governing self-similarity, fractal dimensions, and cosmic scaling laws. The study explores the theoretical foundations, mathematical formulations, and empirical comparisons with observational data, including the CMB spectrum and galaxy distributions. The framework not only bridges gaps in current cosmological models but also extends its applicability to fields like quantum physics, biological evolution, and consciousness studies.