Designing a Personalized AI Tutoring System: Build Your Private Teacher
The article details how a K‑12 AI tutoring prototype—built on a four‑layer architecture, knowledge‑graph‑driven student profiles, adaptive Elo‑based engine, and Claude‑powered dialogue—addressed teacher shortages, boosted average math scores by 11 points, and offers practical design choices, evaluation metrics, and lessons learned.
