KFQUbit: A quantum framework with ontological architecture for the identification of non-geometric effective regimes

KFQUbit is a parallel, data-driven architectural framework designed to identify, organize, and classify effective regimes of physical behavior under conditions of diminishing geometric structural density. The framework operates at a pre-theoretical and phenomenological level and does not propose a new fundamental physical theory. It does not replace, modify, or compete with established frameworks such as Quantum Field Theory (QFT), General Relativity (GR), or standard cosmological models. No new particles, forces, fields, or cosmological dynamics are introduced. KFQUbit provides structural and operational criteria to distinguish domains of applicability between geometric and non-geometric effective descriptions, based on reproducible analysis of observational data. In particular, Phase 6 introduces a diagnostic structural operator capable of detecting the emergence of non-geometric regimes without assuming spacetime metrics, curvature, or explicit cosmological expansion models. From an epistemological perspective, KFQUbit should be understood as a parallel quantum ontological framework: it addresses conditions of manifestation and structural coherence rather than ultimate causes or fundamental laws. Time, geometry, and dynamical descriptions are treated as emergent descriptors within specific effective regimes. This work is intentionally published for open and independent evaluation by researchers, institutions, and groups applying their own methodological or architectural criteria. The framework may be criticized, refined, rejected, or ignored; no prior validation is assumed or required.