Retrieval-augmented generation grounds educational AI in curated content: retrieval-augmented-tutoring-algorithm-kite, eduguard-safe-rag-llm-tutor, and structrag-diagram-reasoning-ai-tutoring demonstrate accuracy gains and hallucination reduction in domain-specific tutoring (rag, hallucination-risk).