Microsoft Azure AI Engineer Associate AI-102 Practice Question
You are designing a Retrieval-Augmented Generation (RAG) solution in Azure AI Foundry. Your project will ground GPT-35-Turbo responses on 30 000 PDF pages stored in Azure Blob Storage. You create a data connection, enable automatic chunking, and plan to build a vector index so the prompt flow can retrieve the most relevant passages at runtime. Which Foundry resource must you create to store the embeddings so they can be queried by the prompt flow retrieval node?
A semantic memory collection in Azure Cosmos DB for NoSQL
An Azure Cache for Redis instance with the Search and Query modules enabled
In Azure AI Foundry, grounding a model with your own data follows a RAG pattern. After connecting the raw documents, you build a vector index to persist the embeddings that are created from the automatically chunked text. The index is implemented on top of Azure AI Search and is the resource the retrieval node in a prompt flow queries at runtime. Other data stores such as Cosmos DB, Redis, or AML Feature Store are not used by Foundry for vector retrieval in a RAG solution.
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What is a vector index in the context of Azure AI Foundry?
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What is the role of automatic chunking when creating embeddings for the vector index?
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Microsoft Azure AI Engineer Associate AI-102
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