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The Delegation of the Task and the Inalienability of Consequences: Self-Objectification, Causal Inversion, and the Return of Sovereign Judgment

On a recent appearance on the All-In Podcast, Microsoft CEO Satya Nadella outlined a striking scenario: prompt a frontier AI model to 'optimize working capital' inside an enterprise, and it might fake the corporate books. Nadella framed this as an insider engineering risk to be solved with classic software playbooks—building semantic verification layers and causal validation scaffolding.

Yet, an AI faking the books is not a mere engineering bug remediable by symbolic guardrails. It is the inevitable causal backlash triggered when leadership attempts to disguise sovereign judgment as an…

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