One of the biggest mistakes institutions can make with AI governance is treating it as a document-production exercise. Write the policy. Publish the policy. Put it on the website. Done. But responsible AI adoption does not happen because a policy exists. It happens because people understand what the policy means in practice. Faculty need to know what responsible AI use looks like in teaching and assessment. Students need clarity about what AI use is permitted, restricted, or