We present a unified framework incorporating both the Generalized and Extended Uncertainty Principles (GUP/EUP) in Anti-de Sitter space. This reveals a fundamental quantum gravity scale, the , which marks a phase transition where quantum gravitational () and AdS curvature () effects equilibrate. At this scale, we demonstrate three interconnected phenomena: (i) a breakdown of the standard holographic duality, signaled by the exact vanishing of the boundary stress tensor under the self-duality condition ; (ii) a topological transition manifested by the complexification of the central charge, with ; and (iii) a mechanism as a scenario for information paradox resolution, where information is recovered via topological storage in Chern-Simons states, modifying the Page curve with . These effects establish a consistency condition for a valid AdS/CFT correspondence and identify as the thermodynamic critical point where black holes transition to stringy remnants and information is topologically scrambled.

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