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Benefits of RAG over Traditional AI Factor Traditional AI (Static Model) RAG-Enhanced AI Knowledge Cutoff Fixed at training date Continuously updated via retrieval index Hallucination Risk High when unsure Low because answers are anchored to source text Update Cost Retrain entire model (months, millions) Re-index new documents (minutes, dollars) Explainability Black-box reasoning References provided for […]

RAG (Retrieval-Augmented Generation): A Friendly Guide for Humans Published: July 29, 2025 What is RAG in Plain English? Imagine you are preparing for a big presentation. Instead of memorizing every fact, you bring a well-organized folder of reliable sources. Whenever the audience asks a tough question, you open the folder, find the exact page, and