Genaiops Infrastructure

You are monitoring the cost of your GenAI infrastructure. You want to track usage per specific project. Which feature in Azure AI Foundry should you use?

Your team is using Semantic Kernel for agent orchestration. You notice frequent transient errors when the agent interacts with multiple LLM services. How should you implement infrastructure-level resiliency?

You need to audit all model access logs across your organization. What is the most effective approach?

You are implementing an agentic workflow using Azure AI Foundry. The agent needs to access a secure external API. How should you store the API key securely within the project?

You need to ensure that your LLM responses are filtered for harmful content. Which infrastructure component provides this capability?

An agent orchestration system is timing out because it waits too long for tool output. How can you optimize the infrastructure handling of tool calls?

Where do you define the model deployment settings, including instance count and version?

You are onboarding a team to Azure AI Foundry. You need to assign the minimum permissions for a developer to deploy and test a model. Which role should you assign?

Your team wants to use prompt versioning. Where should this be managed in the AI Foundry workflow?

You notice your model deployment status is 'Succeeded' but inference requests are failing. Where should you first check for connectivity issues?

What is the recommended approach for managing configuration settings for different environments (Dev, Test, Prod) in an AI application?

What is the benefit of using 'Model Catalog' in Azure AI Foundry?

You are troubleshooting high latency in a RAG-based application. The vector search is fast, but the generation phase is slow. Which component should be scaled?

Which Azure feature should you use to restrict traffic to your AI Foundry project to specific IP addresses?

You have a sudden spike in requests. What is the quickest way to check if you have hit your Azure OpenAI token quota?

You are automating the deployment of your AI project. What is the recommended tool to manage infrastructure-as-code (IaC) for Azure AI Foundry?

What is the purpose of a 'System-Assigned Managed Identity' in the context of an Azure AI project?

You are deploying a large model. During the deployment, you encounter a 'Resource Not Available' error. What is the most likely cause?

You want to automate the testing of your prompt flows as part of your CI/CD pipeline. Which tool should you use?

When sharing an AI project with a team, which resource group architecture is best practice for lifecycle management?

You are building a RAG application. Where should you store the indexed documents for optimal retrieval performance?

Which Azure AI Foundry feature allows you to evaluate your model's performance?

You need to monitor the 'latency' and 'token usage' of your model deployments in real-time. Which tool provides the most granular view?

What is the primary function of the 'Prompt Flow' tool within Azure AI Foundry?

You are configuring a connection to a vector store. What is the best way to handle the secret credential?

You need to update a prompt flow without downtime. What deployment strategy should you use?

Which TWO of the following are valid ways to authenticate to an Azure AI Foundry project?

Which THREE of the following are components of an Azure AI Foundry project?

You are planning a production GenAI deployment. Which THREE of the following are necessary infrastructure considerations?

You are deploying a model that requires specific GPUs. How do you ensure you get the right infrastructure?

You are troubleshooting a failed agent deployment. Which TWO areas should you inspect first?

Your team wants to monitor the safety of model outputs. Which THREE steps should you take?

You want to automate the scaling of your AI agent orchestration. Which TWO components do you need to configure?

To optimize the cost of your AI infrastructure, which THREE actions should you consider?

Which THREE items should you keep track of in your AI Foundry project to ensure good governance?

You are experiencing throttling on your AI endpoint. Which TWO steps should you take?

Which THREE features does Azure AI Foundry provide to help developers?

Which THREE metrics are critical for monitoring the health of a GenAI deployment?

Which TWO of the following are benefits of using Prompt Flow for orchestration?

A team is scaling a GenAI application that utilizes multiple models via model-as-a-service. You notice that inference requests are being throttled. What is the most effective infrastructure-level adjustment to handle the increased load?

You are setting up a CI/CD pipeline for GenAI models. You need to evaluate the model's performance on a benchmark dataset before it is promoted to the production endpoint. Which Azure AI Foundry capability should be integrated into your pipeline?

You are designing the infrastructure for a multi-agent system. Which THREE of the following are essential components to ensure agent orchestration scalability?

A developer is troubleshooting an agent that is failing to connect to an external tool. Which THREE of the following infrastructure settings should be verified?

Your team runs a GenAI agent in Azure AI Foundry that calls an Azure OpenAI model deployment. The agent intermittently fails with authentication errors, and you suspect the managed identity used by the agent's compute does not have the required role assignment on the Azure AI Foundry resource. You need to verify and fix the role assignment. Which action should you take?

You manage a GenAI application in Azure AI Foundry that uses a provisioned throughput deployment for a large language model. Finance asks you to reduce cost during off-peak hours without affecting peak-hour performance. The deployment currently runs at a fixed provisioned capacity around the clock. Which approach should you use?