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The O.P.E.R.A.™ Framework
Why AI Governance Begins with Institutional Architecture
Artificial intelligence has moved from the margins to the center of institutional decision-making. But most leaders are uneasy because they know what happens when a high-stakes decision cannot be explained. When an automated recommendation affects a student, a patient, an employee, or a resident, the real question is not whether the system was efficient. The question is whether the institution can stand behind it.
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