Personalized Learning Tutor with Course Retrieval

Create a tutor that adapts to each student and cites course materials. Design: - Data: Lecture notes, slides, quizzes; tag by topic and difficulty. - Engine: RAG with reranker; student model tracks mastery per concept. - Dialogue: Tutor asks probing questions, gives hints, and cites sources. - Assessments: Generate practice problems with step-wise solutions. - Safety: Guardrails for sensitive topics; parent/teacher dashboards. - Metrics: Mastery gain, session engagement, correctness on assessments. Outcomes: Better retention and transparency through citations and progress tracking.