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.

A bread machine can make bread, but it cannot teach someone how to bake. The same principle applies to AI. Why true AI literacy has less to do with mastering tools and more to do with mastering how you think.

When someone is told to “figure it out,” they are not just learning a tool. They are trying to develop a way of thinking. Without structure, most people default to surface-level use. They try a few prompts, get mixed results, and struggle to connect the tool to their actual work. Over time, they either abandon it or use it in limited, inconsistent ways.