We present a novel, data-driven framework for singularity avoidance in emergent spacetime structures, resolving fundamental mathematical inconsistencies at the intersection of classical pseudo-Riemannian geometry and quantum mechanics. While Einsteinian gravity models the universe as a smooth, continuous spacetime manifold, extreme ultraviolet environments like black hole interiors or primordial big bang horizons introduce catastrophic metric divergences. Projecting empirical multi-qubit telemetry datasets onto holographic tensor networks reveals that extreme spatial compression triggers a non-linear quantum error-correction (QEC) feedback loop rather than a physical curvature singularity. We formalize the precise algebraic coupling between localized four-body plaquette stabilizer deficits and real-time Von Neumann entropy dispersal, demonstrating a dynamic mechanism for a topological cosmic bounce. Finally, we establish that mapping residual microscopic substrate phase errors directly onto the macroscopic energy tensor offers a fine-tuning-free resolution to the 120-orders-of-magnitude Cosmological Constant problem, aligning microscale error correction overhead with observed astronomical dark energy values. {Quantum Gravity Holographic Spacetime Quantum Error Correction Singularity Avoidance Cosmological Constant}
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John Strother (2026) studied this question.
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