The rapid rise of generative artificial intelligence is exposing a glaring disconnect in teacher preparation. While forward-thinking superintendents are rolling up their sleeves to build AI literacy among teachers, college programs tasked with preparing the next generation of educators are largely absent from the conversation. This isn’t just a missed opportunity; it is an existential crisis for teacher prep programs.