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Microsoft Developing AI Apps and Agents on Azure Sample Questions:

1. You are building a speech processing solution in Microsoft Foundry for a customer support platform.
The platform will transcribe live phone calls, so that supervisors at your company can view call transcripts and detect issues while the calls are in progress. The call audio will arrive as a continuous stream from the telephony system.
You need to ensure that the call transcripts appear within only a few seconds of the audio stream.
What should you do?

A) Use text to speech by using a custom neural voice.
B) Use speech translation to generate the transcripts into multiple languages.
C) Use real-time speech to text to process streaming audio input.
D) Run a batch transcription job on recorded audio files.

2. You are building a web app named App1 that generates responses by using a model deployed to a Microsoft Foundry project named Project1.
Before sending the prompts to the model, App1 must retrieve documents by using Azure AI Search.
You need to integrate Project1 and App1. The solution must meet the following requirements:
* Multiple client applications must use the same search configuration.
* A security policy must prevent key-based authentication.
* Administrative effort must be minimized.
What should you do?

A) Call Azure AI Search directly from each application by using Microsoft Entra authentication.
B) Create a custom HTTP connection in Foundry and manually configure Azure AI Search endpoints per application.
C) Enable a managed identity for each application and call Azure AI Search directly.
D) Configure an Azure AI Search connection in Project1 and reference the connection in each application.

3. You have a chat app in a Microsoft Foundry project and an Azure AI Search vectorized index.
You need to connect to the index to meet the following requirements:
* Complex questions must retrieve information from multiple chunks.
* Multi-turn conversations must influence retrieval planning.
* Retrievals must run in parallel to reduce latency.
Which retrieval approach should you use?

A) iterative retrieval
B) agentic Retrieval Augmented Generation (RAG)
C) classic Retrieval Augmented Generation (RAG)
D) chain of thought

4. You have a Microsoft Foundry project that processes procurement documents submitted by suppliers.
You need to implement two pipelines by using Azure Content Understanding in Foundry Tools. The solution must meet the following requirements:
* Include a pipeline named Pipeline1 that supports cost-effective, high-volume processing of standalone PDF invoices.
* Include a pipeline named Pipeline2 that supports cross-document validation by using multi-step reasoning and reference data.
How should you configure each pipeline? To answer, drag the appropriate configurations to the correct pipelines. Each configuration may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.

5. You have an app named App1 that uses a Microsoft Foundry multimodal model deployment.
App1 runs optical character recognition (OCR) on uploaded images and appends the OCR output to the prompt as additional context.
Some uploaded images contain embedded text.
You need to prevent potentially malicious instructions from being processed by the model.
What should you use?

A) prompt shields for documents
B) prompt shields for user prompts
C) image moderation
D) protected material text

Solutions: