The persistence of organized structures in complex systems presents a long-standing challenge to thermodynamic theory. While entropy constrains irreversible processes and dissipation, it does not fully explain why certain systems maintain structure, stability, and adaptability far from equilibrium. In this article, We propose an information-centered framework in which organization emerges from a dynamical balance between usable information and effective entropy. We argue that information acts as a constraining force that channels system dynamics and counteracts entropic dispersion without violatingthermodynamic laws. We formalize this balance as a governing principle of organization and demonstrate its relevance across physical, biological, and complex adaptive systems. This work clarifies the limits of non-equilibrium thermodynamics and provides a unified conceptual foundation for understanding self-organization, robustness, and structural persistence. Keywords Information and entropy; self-organization; complex systems; non-equilibrium thermodynamics; organizational efficiency; biological organization; system dynamics; emergent structure.