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fix: add intro paragraph after H1, convert workflow to numbered list (reviewer feedback)
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articles/storage/files/artificial-intelligence/retrieval-augmented-generation/overview.md

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@@ -35,11 +35,11 @@ The tutorials in this section provide minimal, end-to-end reference implementati
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Although each tutorial uses a different orchestration framework and vector database, they all follow the same core workflow, which can scale from local experimentation to an automated production pipeline:
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- Enumerate and download files from an Azure file share using a mount point or the Azure Files Python SDK
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- Parse each file into a document containing extracted text and Azure Files metadata
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- Split each document into overlapping text chunks suitable for embedding
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- Generate vector embeddings using Azure OpenAI and store them in a vector database
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- Build a question-answering chain using a large language model (LLM) that embeds a user's query, retrieves the most relevant chunks from the vector database, and generates a response that is grounded in the retrieved context
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1. Enumerate and download files from an Azure file share using a mount point or the Azure Files Python SDK
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1. Parse each file into a document containing extracted text and Azure Files metadata
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1. Split each document into overlapping text chunks suitable for embedding
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1. Generate vector embeddings using Azure OpenAI and store them in a vector database
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1. Build a question-answering chain using a large language model (LLM) that embeds a user's query, retrieves the most relevant chunks from the vector database, and generates a response that is grounded in the retrieved context
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## Related content
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