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The Machiavellian Risk Framework: Assessing Strategic, IP, and Operational Risk in Centralized AI Infrastructures

calendar_today September 16, 2026 person Jenny Collins domain activ-financial-systems

ABSTRACT The adoption of Large Language Models (LLMs) has outpaced governance, exposing organizations to structural risks obscured by vendor marketing. This whitepaper introduces a Machiavellian risk framework – verità effettuale (effective truth) – to evaluate AI procurement not by stated intent, but by the inherent incentives of vendor business models. We identify three critical risk […] The post The Machiavellian Risk Framework: Assessing Strategic, IP, and Operational Risk in Centralized AI Infrastructures appeared first on Options Technology .

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