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Expand Up @@ -18,7 +18,7 @@ The basic flow of a RAG system includes:

The benefits of a RAG system center around improved factual accuracy of responses and the ability to integrate up-to-date information, as you can update the knowledge base without retraining the model.

Most importantly, RAG lets you provide reference links to the user, showing the user where the information originates. This not only build trust with users but also serves as a pathway for further exploration of the source material.
Most importantly, RAG lets you provide reference links to the user, showing the user where the information originates. This not only builds trust with users but also serves as a pathway for further exploration of the source material.

## What are the challenges of building a RAG system?

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