Independent researchers, individual innovators, and sovereign creators face an existential double-bind in the era of hyperscale foundation models: either conceal foundational discoveries behind trade secrecy—risking resource-starved obscurity and subsequent patent preemption by corporate capital—or publish openly, only to have their conceptual architectures scraped, vectorized, and appropriated without consent or equitable compensation. This revised second edition monograph addresses foundational peer-review inquiries regarding empirical detection limits, jurisdictional fair-use divergence, and the stringent pleading thresholds of corporate fiduciary law. First, recognizing that neural weight opacity constrains direct membership inference (Pdetect < 1.0), we formalize an asymmetric risk-multiplication theorem: because statutory penalties under the EU Artificial Intelligence Act reach up to 7% of global annual turnover (F ~ 10⁹ -- 10¹⁰ USD), even a marginal detection probability (Pdetect ∈ [0.05, 0.15]) induced by cryptographic canary tokens yields an expected liability that decisively dwarfs ex-ante licensing costs (E[Cinfringe] Clicense). Second, we resolve the transatlantic conflict between US Fair Use doctrine (17 U.S.C. § 107) and European rights reservations: by leveraging the extraterritorial "Brussels Effect" under Article 2(1)(c) and Article 53 of the EU AI Act, machine-readable opt-outs under CDSM Directive Article 4(3) and non-derogable biometric protections under GDPR Article 9 function as an inescapable global compliance floor for any model deployed to European end-users, superseding US fair-use defenses. Third, under Delaware corporate jurisprudence (Marchand, Boeing), we prove that regulatory non-compliance carrying enterprise-threatening statutory exposure qualifies as a "mission-critical" risk. Direct, verifiable service of immutable CERN Zenodo DOIs upon corporate leadership permanently eliminates the defense of ignorance, transforming continued unconsented training from ordinary negligence into knowing, bad-faith disloyalty that pierces DGCL § 102(b)(7) director exculpation. By unifying patent preemption (Prior Art) with boardroom self-censorship, this treatise establishes a game-theoretic checkmate that preserves intellectual sovereignty within the global epistemic commons
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Yoko Hasebe (2026) studied this question.
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