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📚 Week 2: RAG

Grounding AI with actual knowledge — retrieval-augmented generation, vector databases, and building systems that answer from real, up-to-date sources.

Comparison of an LLM's frozen knowledge without RAG versus grounded, current answers with RAG

On its own, an LLM only knows what was baked into it at training time — it can't see this morning's news, your company's internal docs, or anything that changed after its cutoff date. Retrieval-Augmented Generation fixes both problems at once: before answering, the model looks up relevant, current, or private documents and reads them alongside your question, so its answers can be fresh, specific to you, and traceable back to a real source instead of a guess.

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