Most organizations talk about AI governance as if it’s a compliance checklist: risk controls, audits, policies, reporting. Necessary, yes. But not enough. Real governance is agreement. It’s how an organization decides what AI should and shouldn’t do. It’s how leaders and employees align on the “rules of the road”: what’s encouraged, what’s off-limits, and how

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