We derive the exact quantum maximum over all finite-dimensional quantum realizations of the -cycle overlap inequalities, , valid for arbitrary cycle length . The bound is saturated by an explicit family of coplanar qubit states equally spaced along a Fubini–Study geodesic of length , establishing dimensional saturation of the overlap-cycle hierarchy. Thus, the global optimum over all finite-dimensional quantum realizations is already achieved in dimension two. For three paths, coherence-free models satisfy , whereas quantum theory allows the larger value . Within generalized noncontextuality frameworks, violations witness preparation contextuality. We further derive explicit visibility thresholds for arbitrary cycle length, identifying interference visibility as an operational probe of overlap-based nonclassicality, and discuss feasible photonic implementations.

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