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&#xA; Retrieval-augmented generation (RAG) is a technique that enables large&#xA;language models (LLMs) to retrieve and incorporate new information. Typically,&#xA;the data to be referenced is converted into LLM embeddings, numerical&#xA;representations in the form of a large vector space.&#xA; &ndash; From the Wikipedia article Retrieval-augmented generation (RAG) &#xA; &#xA; The latter part is…