Effective AI governance requires more than shared responsibility--it requires clear authority, defined decision rights, and accountability for both action and inaction
Giving faculty access to AI is only the beginning--institutions also need people who can help translate new capabilities into responsible teaching practice
Familiarity with AI tools is a baseline expectation in many IT roles--the gap between candidates who have it and candidates who do not is widening quickly