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The Insider Presumption and the Causal Inversion of Reactive Containment

"The most trustworthy system is the one that lets us trust the model the least." That is the closing line of Satya Nadella's essay on treating AI models as insider risks, and much of the argument behind it is sound: responsibility for what intelligence does on our behalf cannot be outsourced, and controls belong outside the model.

Where is that responsibility located? Nadella's essay states the deploying once, as a given, and everything after it is containment. Walked back, the order runs the other way. The choice to hand over is the one thing that is set. What the tool does follows from it…

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