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Executive Summary. AI is now a board‑level capability. But large programs stall when leaders treat AI as a set of pilots rather than a system change. Here are the six paradoxes we resolve when we architect nation‑ or enterprise‑scale AI—and how a Chief AI Officer operating model unlocks value (banks see modeled 8× ROI when…