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A classroom desk and a data center server rack linked by a single cable across an empty divide, symbolizing the gap between policy and infrastructure.

Education's AI Policies Describe the Classroom. They Don't Define the System Boundary.

Florida and Trinity College Dublin issued classroom AI policies, but neither defines the infrastructure, vendor, or data boundary that governance frameworks require.

Four misaligned glass panels of light across a university quad at dusk, symbolizing fragmented AI governance across one campus system

Who Owns the AI Policy on Your Campus?

Three governance models for campus AI policy expose the same gap: no named accountable owner for tool approval and student data handling.

Abstract image of a university building blending into a stream of digital network lines representing student data flowing to an external cloud platform.

Higher Ed's AI Exposure Is in the Vendor Contract, Not the Policy

As core student systems absorb continuously updated AI through SaaS, institutions need audit rights over vendor model changes, not just internal AI policies.

A hallway splitting into a single narrow lit path and multiple smaller branching doorways, symbolizing two different institutional approaches to AI oversight.

K-12 Is Already Complying With AI Rules That Higher Ed Hasn't Written Yet

State-mandated AI policy work in K-12 districts is producing documented governance that most university AI partnerships still lack.

An empty vocational training hall with workstations and overhead conduits lit in blue and amber, symbolizing unseen infrastructure being built.

Who Writes the AI Workforce Curriculum

OpenAI is hiring to build direct ties with community colleges and apprenticeship programs, raising curriculum governance questions most institutions aren't equipped to answer.