You are using the 2024-11-30 (or latest) API version. Which feature allows you to extract content in "Markdown" format for better RAG integration?
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Correct AnswerA
Setting outputContentFormat=markdown is a newer feature that makes extracted text much more compatible with LLM chunking strategies.
Question 272
You want to generate a 1024x1024 image of a futuristic classroom using DALL-E 3. Which Azure service hosts the API for this?
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Correct AnswerA
DALL-E 3 is integrated into the Azure OpenAI Service alongside the GPT models.
Question 273
An agent needs to generate a chart based on some numbers it calculated. How does it deliver the chart to the user?
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Correct AnswerD
The Code Interpreter generates a file (like a .png) which is referenced via a file_id in the message content for the client to download.
Question 274
In the Code Interpreter tool, what happens to the variables and files created during a specific Run once the Run completes?
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Correct AnswerC
The sandbox environment maintains its state (files and variables) so that subsequent messages in the same Thread can reference previous work.
Question 275
You want to ensure the agent output is only in JSON format. What should you include in the prompt?
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Correct AnswerC
Explicit formatting constraints and providing a schema are the best ways to ensure structured output.
Question 276
Which prompting technique involves providing the model with 3-5 examples of a task and its correct output before asking for a new result?
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Correct AnswerD
Few-shot prompting provides examples to help the model understand the desired pattern, format, or tone.
Question 277
You want to allow your Azure AI Search indexer to read data from a Storage Account that has its "Public network access" disabled. What is the most secure way to authenticate?
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Correct AnswerD
Managed Identities allow for keyless authentication. When combined with "Trusted Microsoft Services" exceptions, the indexer can securely bypass the firewall.
Question 278
You are using a "Shared API Key" across 10 developers. Why is this a security risk?
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Correct AnswerB
Individual identities or keys are necessary for accountability and to prevent a single compromised key from affecting the whole team.
Question 279
How can you find the "Last Success" time for a scheduled Azure AI Search Indexer?
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Correct AnswerB
The Indexer status page provides a detailed history of every run, including success, failure, and item counts.
Question 280
Which evaluation metric assesses whether the "logical progression" and structure of the response is clear and consistent?
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Correct AnswerD
Coherence evaluates the logical structure, flow, and consistent quality of the writing throughout the response.
