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| Section | Objectives |
|---|---|
| Secure, monitor, troubleshoot Azure solutions | - Operate AI cloud solutions
|
| Develop AI solutions by using Azure data management services | - Work with Azure data platforms for AI workloads
|
| Develop containerized solutions on Azure | - Implement containerized applications
|
| Connect to and consume Azure services | - Integrate Azure services
|
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NEW QUESTION # 59
A customer support bot built with Azure AI Foundry Agent Service must ground its answers strictly in an internal knowledge base and avoid hallucinating unsupported facts. What should you implement?
Answer: C
Explanation:
Grounding the agent in a retrieval source (Azure AI Search) and constraining it via system instructions to answer only from retrieved passages is the standard RAG pattern for reducing hallucination, since the model is anchored to verifiable source content rather than relying purely on parametric knowledge.
NEW QUESTION # 60
You are building a RAG (retrieval-augmented generation) solution using Azure AI Foundry. The knowledge base consists of 50,000 PDF documents stored in Azure Blob Storage. You need to make the document content searchable by the language model with minimal custom code. What should you use?
Answer: D
Explanation:
Azure AI Search's integrated vectorization feature lets you point a skillset directly at a blob data source, and it handles chunking, embedding generation (via an Azure OpenAI embedding model), and indexing automatically -- minimizing custom code compared to manually building a chunking/embedding pipeline.
NEW QUESTION # 61
Hotspot Question
You are developing several microservices to run on Azure Container Apps.
You need to monitor and diagnose the microservices.
Which features should you use? To answer, select the appropriate feature in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: Log streaming
To view console logs from an Azure Container App in near real-time, you should use the Log stream feature.
How to Access Log Stream
Navigate to your container app in the Azure portal.
Under the Monitoring section of the sidebar menu, select Log stream.
Set the log type to Console to instantly stream your application's stdout and stderr streams.
Box 2: Container console
To debug your microservice from inside the container, you should use the Container console feature.
Key Features for Debugging and Monitoring
Container console: This feature allows you to connect directly to the Linux console/shell inside your running container instance. You can use it to execute commands, inspect files, and troubleshoot the container's environment in real-time.
Log stream: This tool is used alongside the console to view streaming system and console logs from your container in near real-time.
Azure Monitor Logs: Used for querying and analyzing historical application and system logs over longer periods.
Reference:
https://learn.microsoft.com/en-us/azure/container-apps/observability
NEW QUESTION # 62
An application performs similarity search across 5 million embeddings stored in Azure Database for PostgreSQL with pgvector. Queries often filter by department before ranking by cosine distance.
P95 latency for vector similarity queries exceeds the SLA target. Monitoring shows sustained high CPU use during query execution.
You need to reduce P95 latency for filtered vector similarity queries.
What should you do?
Answer: C
NEW QUESTION # 63
You are developing a solution that uses several Azure Service Bus queues. You create an Azure Event Grid subscription for the Azure Service Bus namespace. You use Azure Functions as subscribers to process the messages.
You need to ensure that events can be sent to Azure Event Grid from the queues. The solution must use the principle of least privilege and minimize costs.
Which Azure Service Bus role and tier level should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Verified answer: Tier: Premium. Role: Azure Service Bus Data Receiver.
Detailed Explanation: Microsoft documents Event Grid integration for Service Bus queues and topics as requiring a Service Bus Premium namespace. The Azure Function subscriber must then receive messages from the queue; the least-privilege built-in data-plane role for that purpose is Azure Service Bus Data Receiver. Data Sender does not permit receiving, and Data Owner is broader than necessary. Premium therefore satisfies the feature prerequisite, while Data Receiver satisfies the stated least-privilege requirement.
Study Guide Alignment: Azure service integration: Service Bus, Event Grid, Azure Functions triggers
/bindings, and event-driven processing.
Official Microsoft Learn References: AI-200 Study Guide | Service Bus to Event Grid integration | Authenticate Service Bus with Microsoft Entra ID
NEW QUESTION # 64
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