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Tutoring & curriculum agents

Move past chatbot tutors. OpenGraph AI models concepts, prerequisites, textbooks and a learner's per-concept mastery as one graph — so a tutoring agent can recommend the next thing to learn, not just the next thing to read.

graph.preview
8 nodes · 10 edges
Q3 Report.pdfRevenueAcme Corpearnings.mp3Jane ParkForecastchart.pngMarket
drag nodes · scroll to zoom · click to inspect
what you get
  • Concept dependency graph across textbooks
  • Per-student knowledge state, updated from work
  • Cross-textbook retrieval — same concept, multiple explanations
  • Recommends the next concept, not the next page
sources in
  • → Textbooks (PDF)
  • → Lecture videos / transcripts
  • → Problem sets
  • → Student work
what comes out
  • ◇ Next-concept recommendations
  • ◇ Personalized review plans
  • ◇ Knowledge-state reports
example

A question your agent can now answer.

agent.session
> ask
What should this student study next before tackling backprop?
> graph
→ Gaps: chain rule (0.4), partial derivatives (0.6). Recommend: 2 problems + 1 video.
Playground

Drop a file.Watch a graph appear.

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