The goal is not simply to give someone a governance checklist, but to develop a user whose evaluation behaviors become a natural part of AI interaction because they understand why those behaviors are necessary.

In education, learning progression matters. Students do not develop mastery simply because they were shown the final system or given the answer key. Competence develops through repetition, adjustment, feedback, recognition of patterns, and gradually learning how to evaluate their own thinking along the way. Many organizations unintentionally skipped that stage.