You cannot responsibly automate what you cannot do manually. AI agents speed up work for people who already know how to do it. They do not replace the need to learn the work in the first place.
When work changes velocity, governance systems don’t just fall behind. They become theater. And theater is worse than nothing—it gives you the feeling of control without any of the substance.
When AI handles implementation, the human job shifts from doing the work to understanding the work. Speed without understanding is just technical debt with better commit messages.
We’ve been celebrating that AI made junior engineers profitable. That’s not what happened. AI made it economically viable to give them access to work that actually builds judgment, work we always knew
In 2023 the question of who would own AI literacy was wide open. Universities spent two years forming committees while everyone else claimed the territory. Then a federal agency published the guidance higher education should have written.
