You are managing a multi-region GenAI deployment using Azure AI Foundry. To reduce latency for global users, what routing architecture should you implement?
Your production agent application requires strict data isolation. You must ensure all requests to Azure OpenAI are routed through a private network. Which configuration is required?
To optimize token throughput for a high-traffic chatbot, you decide to enable 'Provisioned Throughput' for your Azure OpenAI deployment. What must you consider?
You are deploying a high-throughput Large Language Model on Azure AI Foundry. You need to ensure the underlying infrastructure supports rapid auto-scaling based on request latency. Which configuration should you prioritize in the deployment settings?
Your team is deploying a large language model in Azure AI Foundry. You need to ensure that the inference endpoint remains highly available across different regions. Which configuration should you implement?
You are configuring an agent orchestration system using Prompt Flow. You need to capture trace data for every step in the agent's reasoning process. Which infrastructure component must be enabled to visualize this in Azure AI Foundry?
You are securing an agent orchestration infrastructure where agents must access internal data stores. To prevent data exfiltration, you need to restrict all traffic to the Azure AI Foundry project to a private network. What should be configured?
You are optimizing the cost of your GenAI infrastructure. You have several agents running in Prompt Flow that are idle for large portions of the day. Which runtime configuration should be modified?
Which infrastructure artifact acts as the primary container for organizing and managing your models, deployments, and associated connections in Azure AI Foundry?
You are reviewing the infrastructure architecture for a GenAI application that requires strict regulatory compliance. Which TWO of the following configurations are required to ensure data privacy and residency?
You are the MLOps engineer for a production GenAI chat application built on Azure AI Foundry. The application calls a model deployment through its online endpoint. During peak hours, users report intermittent 429 responses, but the Azure Monitor metrics for the deployment show token throughput well below the provisioned quota. You need to reduce these throttling errors without redeploying the model. Which two actions should you take? (Choose two.)
You are deploying a GenAI application that uses Azure AI Foundry and must ensure that prompts and completions are not logged to Microsoft-operated storage for privacy compliance. The application calls a model deployment through the Foundry endpoint. Which configuration should you apply?
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 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 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?
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?
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?