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

If a task takes you 3 hours , AI can often do 80% of it in 3 minutes. But only if you know what to ask. The challenge most professionals face is not AI itself - it’s prompt design . The right prompt can turn AI into: • a research assistant • a writing partner • a brainstorming engine • a workflow optimizer I’ve been developing prompt frameworks through KRMcPherson Quality Management (KQM) that help professionals involved in higher education get consistent results from AI. I’