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Last Updated: Jun 29, 2026

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Microsoft Developing AI Apps and Agents on Azure Sample Questions:

1. You have a customer support agent built by using the Microsoft Foundry Agent Service. The agent calls an Azure OpenAl model deployment.
During load testing, calls intermittently fail and return an HTTP 429 rate limit exceeded error.
You need to handle throttling to reduce call failures and improve reliability under load. The solution must remain within the service and model limits.
What should you do?

A) Implement a retry policy that uses exponential backoff and jitter.
B) Reduce the number of registered tools.
C) Create a new thread and retry the calls immediately.
D) Split uploaded content into smaller files.


2. You have a Microsoft Foundry project that contains an agent and an image generation model deployment.
The agent generates original images from user-supplied product photos.
You need to ensure that the generated images maintain the product identity and visual characteristics of the provided photo.
What should you do?

A) Include a prompt and input image in the request.
B) Set the input_fidelity parameter to high.
C) Decrease the value of the temperature parameter.
D) Apply a groundedness detection filter.


3. You have a Microsoft Foundry project that contains a workflow for a customer support triage process.
You have an Ask a question node that stores user responses in a local variable named Var01.
You need to create the following Power Fx expressions:
* An if/else condition expression that ensures that Var01 contains a value
* A Send message expression that returns the stored user response in uppercase How should you configure the expressions? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


4. You need to configure an indexing pipeline for Agent1 to retrieve the relevant product information in storage1. The solution must meet the technical requirement.
Which two built-in skills should you use? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A) Entity Recognition
B) Azure OpenAl Embedding
C) key phrase extraction
D) Text Split
E) Language Detection
F) Merge


5. You have a Python application named App1 that integrates with a Microsoft Foundry project named Project1.
You need to ensure that App1 meets the following requirements:
* Authenticates by using a Microsoft Entra managed identity
* Sends prompts to a deployed model by using the Azure OpenAI Responses API How should you complete the Python code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.


Solutions:

Question # 1
Answer: A
Question # 2
Answer: B
Question # 3
Answer: Only visible for members
Question # 4
Answer: B,D
Question # 5
Answer: Only visible for members

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