You want to see the "Raw JSON" request and response sent to the model for debugging. Which tool provides this "Trace" capability?
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Correct AnswerD
Prompt Flow's trace feature allows you to inspect the exact inputs and outputs of every node in your logic.
Question 172
You need to provide an external developer access to your AI Foundry project without giving them access to the entire Azure Subscription. Where should you apply RBAC?
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Correct AnswerC
Applying RBAC at the AI Foundry Project or Hub level follows the principle of least privilege for specialized teams.
Question 173
You are getting an error that the vector_store_id provided is not found. Which scope should you check?
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Correct AnswerB
Resources like Vector Stores are scoped to a specific Project; ensure the agent and store are in the same project.
Question 174
An agent is returning "I don't know" even though the answer is in the attached PDF. What is the first thing you should check?
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Correct AnswerD
If the data is present but not found, the retrieval (RAG) step—specifically chunking or embedding—is likely the failure point.
Question 175
You want to improve the "Tokens Per Second" (TPS) of your deployment. Which action is most effective?
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Correct AnswerA
Smaller models are optimized for higher throughput (TPS) compared to larger, more complex models.
Question 176
You need to deploy an agent that serves users in both New York and London with minimum latency. What is the best strategy?
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Correct AnswerC
Regional deployments minimize the physical distance data travels, significantly reducing network latency for global users.
Question 177
You are building a "Multi-Agent" system in Python. How do you pass the output of Agent A as the input for Agent B?
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Correct AnswerC
In standard SDK patterns, you manually retrieve the content from one thread/run and inject it as a user message into the next.
Question 178
What is the purpose of the poll_interval when using a helper function like create_and_run_poll in the SDK?
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Correct AnswerD
The poll_interval determines the frequency (e.g., every 1 second) at which the SDK queries the server for status updates.
Question 179
You are comparing GPT-4o and Phi-3 for a simple classification task. Which metric would justify choosing Phi-3?
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Correct AnswerC
Small Language Models (SLMs) like Phi-3 are significantly cheaper and faster for low-complexity tasks.
Question 180
You receive a 401 Unauthorized error when calling the Azure AI Agent Service from a local Python script. What is the most likely cause?
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Correct AnswerA
401 errors are strictly related to authentication credentials (keys or bearer tokens).
