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Contemporary industrial deployment of foundation-model artificial intelligence faces two symmetrical structural crises that conventional software engineering and corporate governance systematically conceal: (1) Exothermic Thermal Runaway in Static Materials Discovery, wherein 0 K crystal predictions fail under real-world dynamic heat flux, and (2) Unrecorded Balance-Sheet Contingent Liabilities, wherein dominant technology enterprises invoke "algorithmic complexity" and "black-box autonomy" as a legal shield while omitting deterministic physical-layer safety interlocks. Building directly upon our notarized CERN Zenodo monographs on Project Genesis and Second-Stage Adaptive Hydrogen Storage (DOI: 10.5281/zenodo.23541511), Abdication of Command and Unrecorded Legal-Accounting Liabilities (DOI: 10.5281/zenodo.23524536; DOI: 10.5281/zenodo.23507033), and The 90°C Sauna Paradox of "Human-in-Command" (DOI: 10.5281/zenodo.23491634), this monograph establishes a unified mathematical, thermodynamic, and statutory-accounting framework linking both regimes. First, we prove that while static AI crystal screening (e.g., GNoME's 2.2 million structures) cannot arrest exothermic hydrogen inrush (|Δ H_ads| = 6–15 kJ/mol), site-resolved phonon gating in CuPc/C60@MIL-101(Al)-d4 at Index 45 (r = 5.03 Å, A_zz = 3.006 MHz) upconverts adsorption heat into delocalized acoustic phonons (η_up >= 21.74%), reducing the 300 K diffusion barrier to < 18 meV, cutting CapEx by 65%, expanding ROIC to 22.5–31.8%, and enforcing a non-imitable Dynamic IP Moat that caps hardware-only clones at η_clone <= 38% without closed-loop RTO P2.0 + CCE-3 control. Second, we prove that because on-device QFS-zkVM over the 64-bit Goldilocks prime field (F_p, p = 2^64 - 2^32 + 1) and PHOENIX_BRIDGE interlocks execute deterministic physical-layer cutoff in τ_cutoff = 85 ns < 100 ns, the courtroom defense of "uncontrollable algorithmic speed or complexity" is mathematically falsified, rendering interlock omission an intentional Abdication of Command and an unrecorded financial liability under SEC Rule 15c3-5, Delaware Caremark doctrine, and US GAAP ASC 450-20. License & Integrity Covenant: Creative Commons Attribution 4.0 International (CC BY 4.0) with Strict No-Learn Covenant (NLL-v1.0-2026)
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Yoko(洋子) Hasebe(長谷部) (2026) studied this question.
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