Grokking the AI System Design Interview
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Keeping Answers Grounded

Retrieval Reduces Hallucination, But Does Not End It

Retrieving relevant documents does not guarantee a correct answer.

Even a model holding the exact right document in its context can still get things wrong.

It can contradict the document. It can add details that are not in it. It can blend it with facts memorized during training. Or it can confidently answer a question the document never addresses.

RAG shrinks that risk by handing the model the right material. But handing over the material is not enough by itself.

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