A high school senior drafts an essay using generative AI to challenge her thesis, outline counterarguments, and polish syntax. This interactive process, called the pedagogical mirror, challenges the student and improves her reasoning. In just twenty minutes, she experiences a high-impact learning and development process. Across the hallway, the district administration installs software detecting AI usage, threatens suspension for academic dishonesty, and issues blanket bans o