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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -48,7 +48,7 @@ A focus will be on papers and blog posts with code attached.
- [Contextual.ai](http://Contextual.ai) = company based on RAG, see the [launch blog post](https://contextual.ai/announcing-next-generation-language-models/)
- [How an LLM Chatbot works: Exploring Chat with Retrieval-Augmented Generation](https://txt.cohere.com/exploring-chat-rag/) from the Cohere Blog

## 10 second walkthrough
## 10 Seconds Walkthrough

The following is a basic RAG workflow.

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