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AI Under Governance
Commentary and playbooks for leaders building AI governance in higher education, nonprofits, and public agencies.
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The Acceptable-Use Crisis
When Staff AI Adoption Outpaces Institutional Governance
65% of higher education staff are already using AI tools. This foundational article explains the three governance traps most institutions fall into, introduces the maturity ladder framework, and provides a 90-day action plan for moving from chaos to enablement.
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Practical guidance on AI acceptable use policies, leadership reporting, and vendor risk for mission-driven institutions.