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Microsoft Developing AI Apps and Agents on Azure Sample Questions:

1. You have a Microsoft Foundry project that contains a prompt agent used by a customer support web app.
The agent is invoked from a Python service that does NOT run in the Foundry portal.
You need to implement end-to-end tracing to capture latency breakdowns and exceptions across agent runs.
Which two components can you use? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.

A) OpenTelemetry
B) Microsoft Sentinel
C) Application Insights
D) a Log Analytics workspace
E) the Azure Monitor Agent

2. Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem.
After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen.
You have a multimodal AI generative model that accepts image uploads and uses extracted image text to generate responses.
You discover that users can upload unsafe images and embed hidden instructions into images to manipulate the model.
You need to implement controls to mitigate the risk.
Solution: You configure image moderation to block unsafe content before processing the images.
Does this meet the goal?

A) No
B) Yes

3. You have a Microsoft Foundry project that contains an agent. The agent generates summaries from retrieved policy documents.
You need to improve response completeness. The solution must be implemented in the logic of the application code before responses are returned.
What should you do?

A) Add a reflection pass before the responses are returned.
B) Decrease the value of the temperature parameter.
C) Switch to Retrieval Augmented Generation (RAG).
D) Enable response streaming.

4. You need to configure Agent1 to meet the security and compliance requirements.
What should you use?

A) self-harm content filtering
B) violence content filtering
C) Personally Identifiable Information (PII) Detection
D) prompt shields

5. You need to recommend an invoice review solution that resolves the issue reported by the finance department.
What should you include in the recommendation?

A) Image Analysis
B) chat completions
C) Azure Document Intelligence in Foundry Tools
D) Azure Content Understanding in Foundry Tools

Solutions: