RAG (retrieval-augmented generation) grounds LLM answers in vetted sources: eduguard-safe-rag-llm-tutor, retrieval-augmented-tutoring-algorithm-kite, structrag-diagram-reasoning-ai-tutoring, and knowledge-graph show retrieval grounding reduces hallucination and improves domain accuracy in tutors (hallucination-risk, llm).