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Microsoft Developing AI Apps and Agents on Azure Sample Questions:

1. You have an Azure subscription that contains an Azure OpenAI resource.
You deploy the GPT-4 model to the resource.
You need to ensure that you can upload files that will be used as grounding data for the model.
Which two types of resources should you create? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A) Azure AI Bot Service
B) Azure SQL
C) Azure AI Search
D) Azure Blob Storage
E) Azure AI Document Intelligence

2. Hotspot Question
You have a Microsoft Foundry project that contains an agent.
You use a GitHub Actions workflow for CI/CD.
You need to configure the workflow to automatically evaluate the agent when a pull request (PR) is created and prevent branches from merging if the evaluation results do NOT meet the defined thresholds.
How should you configure the workflow? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

3. You are creating an image-editing workflow in a Microsoft Foundry project.
The workflow must meet the following requirements:
- Ensure that background objects can be removed by applying a mask-
based inpainting edit.
- Preserve the original lighting and style of the edited images.
- Use the built-in image editing controls, NOT a custom model.
You need to ensure that image edits apply exclusively inside the masked area.
How should you configure the workflow?

A) Enable image_to_image mode and a high-strength value to regenerate the full image based on the prompt.
B) Enable text_to_image mode and a prompt describing the desired background removal.
C) Set generation mode to image_variation and provide the original image as a reference.
D) Enable mask_inpainting and supply both the input image and a mask indicating which part of the image to modify.

4. You have a custom agent named Agent1.
You need to control access to and monitor activity for Agent1 by using Microsoft Foundry.
What should you do first?

A) Provision an Application Insights resource.
B) Add Agent1 to the Microsoft Foundry playground.
C) Create a Microsoft Foundry project.
D) Add Agent1to a Microsoft Foundry project.

5. You configure Azure AI Content Safety to moderate user-uploaded images in a generative application. During testing, a colleague claims an image returned a Violence severity score of 3.
Why is this result impossible?

A) The image content model returns only severity values 0, 2, 4, and 6
B) Content Safety does not moderate images, only text
C) Severity 3 is reserved for the Self-Harm category only
D) Image moderation always returns a binary blocked or allowed flag, never a severity

Solutions: