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2026 Post-GenAI Student Supervision [Student] Prompts PPT into existence [Supervisor] Critiques PPT [Student] Records and prompts critique to generate new PPT [Repeat] In this loop, the student reduces themselves to a replaceable data entry worker who doesn't run/test their own internal models.