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Teachers
How can AI help teachers save time?
AI can save time on first drafts: outlines, practice items, example sets, and communication. It does not save time if the teacher still has to rewrite everything, or if student misuse creates more integrity work.
Time savings show up when the teacher is editing a decent draft instead of starting from a blank page — and when student AI is hint-first so the teacher is not chasing copied work. Oversight tools should reduce reading every chat, not add a new pile of tabs.