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AI governance isn’t only about model safety. It’s about what happens when systems enter real institutions. In courts and agencies, the first questions aren’t about scale. They’re about authority, auditability, and who is accountable when something goes wrong. Most failures won’t be dramatic. They’ll be quiet, procedural, and cumulative. That’s why deployment, not just design, is where governance lives.