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Ai2 @ai2.bsky.social · 07/08/2026

TutorMoments is built on transcripts of real one-on-one math tutoring. We had experienced teachers read them & flag key moments—decision points where the tutor had to choose between making a problem easier & pushing the student to do more of the reasoning.

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Ai2 @ai2.bsky.social · 07/08/2026

TutorMoments pauses a transcript at these key moments & lets an LLM take over as the tutor; another model stands in for the student. Each replay is scored: did the tutor support the student when needed, push for harder thinking when they were ready, & avoid over-helping?

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Ai2 @ai2.bsky.social · 07/08/2026

In our replays, models told only to "tutor well" tend to over-help, providing lots of support but rarely pushing toward deeper thinking. That suggests a model's default helpful-assistant behavior isn't enough on its own to tutor well.

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