Language models already excel at math, but human growth remains essential: we need AI to teach people, not replace them! Teaching is different from solving. As the Chinese principle “因材施教” suggests, preferences differ from person to person, and a good teacher should adapt their teaching to each learner. We introduce Sherpa, a framework for training LLMs to teach adaptively.