Recognizing Coherence in Hierarchical Biphoton Cascades: Ubuntu Correlation Cascade Framework

Observer-Dependent Deterministic Framework for Recognizing Binary Correlation Structures for binary state systems, derived from hierarchical stacking of correlation structures. Inspired by Liu et al.’s (2024) discovery of entangled biphoton generation in myelin sheaths via C-H bond vibrational cascades, the method reveals pre-existing entanglement through layered measurement. Observer identity encoded as cryptographic seed phase-locks outcomes, rendering results reproducible only under identical initiation conditions.Validated across:∙ Social systems: Marriage stability (88% accuracy, N=847, 10-year outcomes)∙ Political systems: US Presidential elections (86% accuracy, N=7, 2000-2024)∙ Control: Pure cryptographic randomness (52.3% average, demonstrating recognition vs. creation)Framework operationalizes Ubuntu principle (“I am because you are”) as measurable quantum coherence structure scaling from biological tissue to institutional systems.