Data Physics and Anticipatory Entropic Coupling - Part II: From High-Density AI Architectures to Fundamental Theoretical Physics: Axiomatic Foundations and Extended Domain Extrapolations.

This paper establishes the grand unified framework of Data Physics and the paradigm of Anticipatory Entropic Coupling. Originating from applied thermal engineering in sub-3nm Direct-to-Chip (D2C) liquid-cooled AI clusters, the model resolves systemic thermal runaway by proving that in extreme-density processing, physical carrier states must be anticipatorily governed by impending informational entropy (Shannon entropy). We define three core axioms: Informational-Physical Equivalence (ΔQ_min = k_B · T · ln 2), treating information and heat as interchangeable currencies; Anticipatory Causality (State_physical(t) = f(Workload_informational(t + Δt))), reversing classical reactive feedback; and Coupling Isomorphism, where workload queuing equations mathematically mirror physical substrate mechanics. This framework is systematically extrapolated across eight fundamental and applied domains: Black Hole Thermodynamics: Horizon expansion (S_BH = A / (4 · l_P²)) acts as an isotropic, reversible isothermal buffer preserving information unitarity. Holographic AdS/CFT Duality: Boundary algorithmic code (CFT) holographic dictates bulk physical substrate dynamics (AdS). Quantum Error Correction (QEC): Preemptive trap tuning absorbs Landauer heat of erasure prior to gate execution, preventing decoherence. Digital Physics ("It from Bit"): Execution path integrals (t_exec = ∫ [1 / f(t(C))] dC = I) bind mass-energy and cycle counts into a unified computational continuum. Neurobiology (BOLD): Astrocytic feedforward vasodilation predictively increases cerebral blood flow 100–300 ms before neuronal thermal emission. Spaceborne 0G Compute: 100 Hz piezoelectric telemetry (d/dt(σ²_ΔP) > θ_crit) dislodges microgravity pinned bubbles (α_void > 0), co-integrating compute waste heat with spacecraft ECLSS life-support. Econophysics & HFT: Market order-book liquidity acts as a cooling medium; anticipatory algorithms withdraw/supply liquidity ahead of transactional entropy surges, explaining flash crashes. Hypersonic Aerothermodynamics: Adaptive vehicle skins and magnetohydrodynamic boundary layers predictively reconfigure ahead of incoming shockwave transitions. Ultimately, Data Physics proves that physical reality is not a passive carrier, but an anticipatory computational medium that reconfigures its physical state-space in direct alignment with planned informational entropy flux.