Designing AI-based teaching assistants and intelligent tutoring systems: how pedagogical decisions such as what to teach and how can be kept separate from language generation, how large language models can be used reliably despite their error rates and domain variability, and how such systems can evolve from answering questions in isolation toward Socratic companions that accompany students throughout a course.
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