From AI Rules to Learning Goals

AI policies often focus on rules: what students can do, what they can't do, and when they must disclose AI use. But those rules make much more sense when students first understand what they're supposed to learn. Instead of starting with restrictions, we should start with learning goals. When AI expectations are connected to purpose rather than policy, students are more likely to understand not only what is expected, but why those expectations matter.