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A central obstacle in the search for quantum gravity is the absence of direct observational structures linking microscopic information dynamics to macroscopic spacetime geometry. In standard cosmology, cosmic expansion and structure growth are usually treated as distinct sectors: the former is encoded in the background quantity H(z), while the latter is described by growth observables such as fσ8(z). In this work, a different possibility is explored within the CLEO program: that both sectors are not fundamentally independent, but are instead dual macroscopic projections of a single underlying entropic dynamics. The analysis is built around a direct and model-independent closure test relating public measurements of the Hubble rate and large-scale-structure growth. The central observational result is that the composite quantity fσ8(z)H(z) is approximately conserved across the tested redshift interval, with low relative scatter and strong consistency across independent compressed pipelines. This behavior is nontrivial. It suggests that matter growth and geometric expansion behave as if governed by the same effective dynamical degree of freedom, rather than by two unrelated sectors stitched together only at the level of phenomenology. This empirical closure is interpreted here as evidence for a matter–geometry duality in which both cosmological sectors arise from a finite-capacity causal entropic system. In that picture, geometry is not fundamental but emergent from coarse-grained information flow, while matter corresponds to localized non-relaxing excitations of the same underlying network. A minimal open-system realization of this idea naturally leads to the CLEO effective equation, to a generalized entropy-driven field description, and to a unified interpretation of growth damping, horizon dissipation, and late-time acceleration. The observed closure relation then appears not as an accidental numerical coincidence, but as the macroscopic trace of a deeper microscopic organization. The resulting framework does not yet claim a complete ultraviolet completion. Rather, it identifies a data-supported infrared bridge toward quantum gravity: a regime in which matter, geometry, and cosmic acceleration can be described as entropically coupled manifestations of one causal microscopic substrate. In this sense, the present work advances a concrete route from observational cosmology to quantum-gravitational structure, and motivates a broader theoretical program in which spacetime and matter are treated as jointly emergent rather than fundamentally separate.