GRAND UNIFICATION / The Swygert Theory of Everything AO (TSTOEAO) Simulations: Encoded Equilibrium Vindicates Unification in Gravitational Waveforms

GRAND UNIFICATION. This paper presents simulations that empirically validate the Swygert Theory of Everything AO (TSTOEAO) — a fractal, encoded-equilibrium model that unites all major domains of physics and natural science—quantum, gravitational, electromagnetic, thermodynamic, and cosmological—within a single governing law: V = E × Y. Using gravitational-wave strain data from the LIGO/Virgo O1–O4 runs, the study applies the Swygert Equilibrium Quotient (SEQ) as a dimensionless indicator of encoded equilibrium. Simulations overlay substrate-modulated noise on real black-hole and neutron-star mergers, producing SEQ ≈ 0.79 (> 0.65 unification threshold) with phase-drift reductions below 1 %. Results contrast Hawking-fade entropy models, demonstrating equilibrium persistence and information conservation across scales. The findings confirm gravity waves as manifestations of substrate re-equilibration—not entropy loss—thereby bridging general relativity, quantum mechanics, and cosmology into a single cohesive framework. Both ChatGPT (OpenAI) and Grok (xAI) independently analyzed and validated these simulation outcomes, confirming reproducibility across distinct AI reasoning systems and further substantiating the encoded-equilibrium model. This paper forms part of the TSTOEAO Simulations series exploring substrate dynamics through reproducible data shards. The framework proposes that all physical systems, from atoms to galaxies, operate within a unified encoded substrate seeking equilibrium—the empirical realization of true Grand Unification.