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peer reviewed · Stanford / EdWorkingPapers

Tutor CoPilot: A Human-AI Approach for Scaling Real-Time Expertise

In plain English

AI assistance raised the performance of less-experienced human tutors rather than replacing them. The strongest evidence for hybrid over full automation.

ai tutoring
human-in-the-loop
randomized trial
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