This paper introduces a novel framework for understanding dark matter through a Repository-Stable duality, addressing the existential gaps in the ΛCDM model. The framework conceptualizes Repositories as primordial containers and Stables as manifested aspects, redefining dark matter as a composite of material particle Repositories (electron, neutron, quark) interacting with quantized gravity. By removing the graviton from Stable particles and positioning it as a composite of force Repositories, the study presents dark matter as a white hole Repository. This approach provides solutions to longstanding issues in gravitation, galaxy formation, and the unification of quantum gravity with general relativity. The findings suggest that dark matter, characterized by its non-interactive absolute masses, interacts gravitationally without forming complex structures, thus explaining its elusive nature. Furthermore, the paper posits that dark matter's gravitational influence is distinct from spacetime curvature, leading to implications for its role in cosmic structures. Ultimately, the research redefines dark matter as a white hole Repository, contributing to a deeper understanding of cosmic phenomena and the fundamental nature of existence.