Editorial note
Essays, briefings, and policy notes for institutional readers.
A selective archive for policymakers, institutional leaders, and editors — fewer pieces, clearer stakes, more room to think.
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AI Governance
Capacity before compliance: why AI policy fails when institutions cannot evaluate what they regulate.

AI in Education
Education redesign is upstream of credible workforce transition in the AI era.