microsoftdocs/microsoft-foundry-classic

Microsoft Foundry Classic Skill

This skill provides expert guidance for Microsoft Foundry Classic. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide

This skill requires network access to fetch documentation content:

• Preferred: Use mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.
• Fallback: Use fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.

Category Index

| Category | Lines | Description | |----------|-------|-------------| | Troubleshooting | L37-L46 | Diagnosing and fixing Foundry classic issues: prompt flow compute, deployments/monitoring, private endpoints, Azure OpenAI (incl. fine-tuning), risks & safety alerts, and known portal bugs. | | Best Practices | L47-L61 | Best practices for designing system/safety prompts, fine-tuning and using GPT/DeepSeek models, optimizing latency/throughput, and evaluating/operating Foundry chat apps in production | | Decision Making | L62-L90 | Guidance on choosing models, regions, deployments, billing, and lifecycle strategies for Foundry and Azure OpenAI, including migration, PTU sizing, and cost/performance tradeoffs. | | Architecture & Design Patterns | L91-L99 | Designing multi-agent architectures, configuring Foundry Agent Service for resilience, and understanding model router behavior, failover, and disaster recovery strategies. | | Limits & Quotas | L100-L114 | Quotas, rate limits, and capacity management for Foundry classic: agent service, models, deployments, regions, dynamic/provisioned throughput, Azure OpenAI quota, batch, and fine-tuning. | | Security | L115-L161 | Security, privacy, and compliance for Foundry: auth/RBAC, encryption and CMK, network isolation (VNets, Private Link, perimeters), Azure Policy guardrails, content filters, and data handling for models and tools. | | Configuration | L162-L214 | Configuring, monitoring, and evaluating Foundry Classic/Models and Azure OpenAI resources, including agents, networking, storage, compute, RAG, safety, tracing, and continuous quality monitoring. | | Integrations & Coding Patterns | L215-L335 | Patterns and code for integrating Foundry and Azure OpenAI with tools, data, and runtimes—search/RAG, MCP/OpenAPI tools, Functions/Logic Apps, SDKs, fine-tuning, realtime audio, and external data stores. | | Deployment | L336-L358 | Deploying Foundry hubs/models (CLI, portal, Bicep, Terraform), managed/serverless endpoints, region/feature availability, and integrating deployments/evaluations with DevOps and GitHub. |

Troubleshooting

| Topic | URL | |-------|-----| | Troubleshoot Prompt Flow compute session issues in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-troubleshoot | | Troubleshoot Foundry deployments and monitoring issues | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-deploy-and-monitor | | Troubleshoot Foundry private endpoint connection errors | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-secure-connection-project | | Troubleshoot Azure OpenAI fine-tuning in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-troubleshoot | | Monitor and troubleshoot Risks & Safety in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/risks-safety-monitor | | Resolve known issues in Microsoft Foundry classic portal | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/foundry-known-issues |

Best Practices

| Topic | URL | |-------|-----| | Deploy and use DeepSeek-R1 reasoning model in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/tutorials/get-started-deepseek-r1 | | Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/advanced-prompt-engineering | | Apply safety system message templates in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/safety-system-message-templates | | Author safety system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/system-message | | Apply safety evaluation when fine-tuning Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-safety-evaluation | | Fine-tune GPT-4 vision models with image data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-vision | | Optimize Azure OpenAI latency and throughput in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/latency | | Apply best practices for Azure OpenAI On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-best-practices | | Optimize Azure OpenAI predicted outputs for latency | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/predicted-outputs | | Operate Foundry provisioned throughput in production | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-get-started | | Evaluate and improve Foundry-based chat apps with SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/tutorials/copilot-sdk-evaluate |

Decision Making

| Topic | URL | |-------|-----| | Select Azure OpenAI models and regions for Foundry Agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/model-region-support | | Decide when and how to fine-tune models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/fine-tuning-overview | | Compare Foundry models using benchmarks and leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-benchmarks | | Manage lifecycle of managed compute Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-retirement-managed-compute | | Choose the right Azure resource type for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/resource-types | | Choose Microsoft Foundry deployment types | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/deployment-types | | Plan and manage model versioning in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions | | Plan and manage model versioning in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions | | Select Azure regions and deployments for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/models-sold-directly-by-azure-region-availability | | Choose between GPT-5 and GPT-4.1 in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/model-choice-guide | | Compare models with Foundry leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/benchmark-model-in-catalog | | Plan and manage costs for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/costs-plan-manage | | Migrate from hub-based to new Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/migrate-project | | Decide and plan migration from Prompt Flow to Agent Framework | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-migration-overview | | Choose content streaming and filtering modes in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-streaming | | Use Foundry model retirement schedule for migrations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirement-schedule | | Plan around Foundry model lifecycle and support | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirements | | Enable and monitor priority processing for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/priority-processing | | Evaluate 2024 Azure OpenAI provisioned throughput updates | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-migration | | Choose billing options for Foundry PTU deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput-billing | | Handle retired Foundry models and alternatives | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/retired-models | | Plan using your data with Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/use-your-data | | Determine PTU sizing for Foundry workloads | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-throughput-sizing | | Migrate from preview to GA Realtime API protocol | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-preview-api-migration-guide | | Use Azure OpenAI reasoning models effectively | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reasoning |

Architecture & Design Patterns

| Topic | URL | |-------|-----| | Design multi-agent systems with Foundry connected agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/connected-agents | | Plan disaster recovery for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-disaster-recovery | | Recover Foundry Agent Service from resource and data loss | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-operator-disaster-recovery | | Recover Foundry Agent Service from platform outages | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-platform-disaster-recovery | | Understand Foundry model router behavior and trade-offs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-router |

Limits & Quotas

| Topic | URL | |-------|-----| | Review quotas and limits for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/quotas-limits | | Evaluate Foundry (classic) rate limits and region support | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-regions-limits-virtual-network | | Reference quotas and limits for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/quotas-limits | | Manage and request quotas for Microsoft Foundry hub resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-quota | | Manage and increase model deployment quotas in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/quota | | Understand Foundry provisioned throughput limits and quotas | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput | | Use Azure OpenAI global batch processing | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch | | Use dynamic quota for Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dynamic-quota | | Manage Azure OpenAI quota and rate limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/quota | | Use reinforcement fine-tuning with Azure OpenAI reasoning models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reinforcement-fine-tuning | | Reference quotas and limits for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/quotas-limits |

Security

| Topic | URL | |-------|-----| | Configure Browser Automation tool securely for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation | | Securely use Foundry Computer Use tool with agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use | | Configure authentication and authorization for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/authentication-authorization-foundry | | Configure customer-managed keys for Foundry encryption | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/encryption-keys-portal | | Configure customer-managed keys for Foundry hub projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-encryption-keys-portal | | Configure RBAC for Microsoft Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-rbac-foundry | | Configure guardrails for Azure-sold Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-catalog-content-safety | | Manage RBAC roles for Microsoft Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/rbac-foundry | | Understand vulnerability management for Microsoft Foundry images | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/vulnerability-management | | Use default safety policies for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/default-safety-policies | | Create custom Azure Policies to restrict Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-deployment-policies | | Configure keyless Entra ID authentication for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-entra-id | | Allow Foundry managed networks to access on-premises resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/access-on-premises-resources | | Associate Foundry resources with a network security perimeter | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/add-foundry-to-network-security-perimeter | | Apply Azure Policy to govern Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/azure-policy | | Control Foundry model deployments with Azure Policy | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/built-in-policy-model-deployment | | Understand data handling and privacy in Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/concept-data-privacy | | Configure managed network isolation for Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-managed-network | | Configure private link for secure Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-private-link | | Create and manage a Microsoft Foundry hub securely | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-resource | | Create a secure Microsoft Foundry hub with managed VNet | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-secure-ai-hub | | Create custom Azure Policy definitions for Foundry resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/custom-policy-definition | | Disable shared key access to Foundry hub storage | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-local-auth | | Configure storage accounts and access for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluations-storage-account | | Configure Private Link for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-configure-private-link | | Set up managed virtual networks for Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/managed-virtual-network | | Use Azure Policy to govern Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-deployment-policy | | Secure configuration for Foundry playground chat on your data | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/secure-data-playground | | Set up Azure Key Vault connection for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/set-up-key-vault-connection | | Use Content Credentials for Azure OpenAI images | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-credentials | | Configure and use PII filtering in Foundry OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-personal-information | | Understand default Guardrail safety policies in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/default-safety-policies | | Understand Azure OpenAI prompt transformation for image safety | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/prompt-transformation | | Configure Azure OpenAI content filters and gating | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/content-filters | | Configure Microsoft Entra ID auth for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/managed-identity | | Secure Azure OpenAI with virtual networks and private endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network | | Add Azure OpenAI to a network security perimeter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network-security-perimeter | | Apply Azure RBAC roles to Azure OpenAI resources | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/role-based-access-control | | Configure custom block lists for Azure OpenAI content filtering | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/use-blocklists | | Understand data handling and security for Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/claude-models/data-privacy | | Apply copyright commitment mitigations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/customer-copyright-commitment | | Understand data privacy and security for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/data-privacy | | Apply limited access policy for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/limited-access |

Configuration

| Topic | URL | |-------|-----| | Configure and manage Foundry classic capability hosts | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/capability-hosts | | Configure standard agent setup with customer-managed Azure resources | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/standard-agent-setup | | Monitor Foundry Agent Service with Azure Monitor and KQL | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/metrics | | Connect and configure your own Azure resources for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/use-your-own-resources | | Configure private networking for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/virtual-networks | | Use Azure Monitor metrics and logs for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/reference/monitor-service | | Configure and use built-in Foundry evaluators | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/built-in-evaluators | | Configure agent evaluators for Azure AI agents | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/agent-evaluators | | Use Azure OpenAI graders for model evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/azure-openai-graders | | Create and configure custom evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/custom-evaluators | | Configure general-purpose evaluators for generative AI | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/general-purpose-evaluators | | Configure RAG evaluators for relevance and groundedness | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/rag-evaluators | | Configure risk and safety evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/risk-safety-evaluators | | Use textual similarity evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/textual-similarity-evaluators | | Configure and use endpoints for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/endpoints | | Configure Foundry model content filters and gated changes | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-content-filters | | Configure Foundry Models project connection settings | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-project-connection | | Configure Azure Monitor for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/monitor-models | | Upgrade AI project to use Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-ai-project | | Configure and use MAI image models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-mai | | Select SDKs and languages for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/supported-languages | | Configure bring-your-own Azure Storage for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-foundry | | Configure BYOS for Speech and Language in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/bring-your-own-azure-storage-speech-language-services | | Set up continuous evaluation for AI agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/continuous-evaluation-agents | | Configure and manage Foundry compute instances | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute | | Configure and manage Foundry prompt flow compute sessions | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute-session | | Add and manage data in Foundry hub-based projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/data-add | | Configure cross-project access to serverless model APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-connect | | Create a Foundry hub via Azure ML SDK and CLI | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/create-hub-project-sdk | | Configure tools and SDKs for Foundry classic development | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/install-cli-sdk | | Generate synthetic and simulated data for Foundry evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/simulator-interaction-data | | Trace and observe Foundry agents with OpenTelemetry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-agents-sdk | | Enable tracing and feedback for prompt flow deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-production-sdk | | Hide Foundry preview features using Azure tags | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-preview-features | | Create and use vector indexes for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/index-add | | Configure continuous monitoring for Foundry AI applications | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-applications | | Monitor quality and token usage for prompt flow apps | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-quality-safety | | Configure and use Azure OpenAI v1 API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/api-version-lifecycle | | Enable and interpret Prompt Shields in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-prompt-shields | | Automate Azure OpenAI deployments and TPM quota | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/automate-quota-deployments | | Configure Azure Blob Storage for OpenAI Batch I/O | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch-blob-storage | | Configure and run Azure OpenAI model evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/evaluations | | Apply direct preference optimization to Azure OpenAI models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-direct-preference-optimization | | Configure monitoring and logging for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai | | Configure network and access for On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-configuration | | Configure prompt caching for Azure OpenAI requests | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/prompt-caching | | Configure reproducible output for Azure OpenAI chats | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output | | Configure spillover traffic for Foundry provisioned deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/spillover-traffic-management | | Reference Azure OpenAI monitoring metrics and logs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/monitor-openai-reference |

Integrations & Coding Patterns

| Topic | URL | |-------|-----| | Connect Foundry agents to existing Azure AI Search indexes | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search | | Ground Foundry agents with Azure AI Search content | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-ai-search-samples | | Integrate Azure Functions as tools with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions | | Use Azure Functions and Storage Queues with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/azure-functions-samples | | Use Bing Search grounding tool with code samples | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-code-samples | | Configure Custom Bing Search grounding for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search | | Call Custom Bing Search grounding tool from code | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search-samples | | Ground Foundry agents with Bing Search results | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-grounding | | Automate website tasks with Foundry Browser Automation tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation-samples | | Run Python code with Foundry Code Interpreter tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/code-interpreter | | Use Computer Use tool with Azure AI Projects SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use-samples | | Configure deprecated Deep Research tool for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research | | Integrate Deep Research tool with Azure AI Projects SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research-samples | | Integrate Foundry classic agents with Microsoft Fabric data | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/fabric | | Configure and use Foundry file search tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search | | Upload files to Foundry file search from code | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search-upload-files | | Implement function calling with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/function-calling | | Connect Foundry agents to external MCP servers | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol | | MCP server integration code samples for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol-samples | | Configure OpenAPI tools and auth for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec | | Use OpenAPI-based tools with Foundry agents in code | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec-samples | | Use SharePoint content as a tool in Foundry classic agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint | | Use SharePoint grounding tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint-samples | | Trigger Foundry classic agents from Azure Logic Apps events | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/triggers | | Serverless API inference examples for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/models-inference-examples | | Call Foundry Responses API for text generation | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/generate-responses | | Process images and audio in Foundry chat completions | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-multi-modal | | Use reasoning models with Foundry Models service | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-reasoning | | Generate text embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-embeddings | | Deploy and use FLUX image models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-flux | | Generate image embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-image-embeddings | | Use structured outputs with Foundry chat models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-structured-outputs | | Configure project connections in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/connections-add | | Run local evaluations with Azure AI Evaluation SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/evaluate-sdk | | Integrate LangChain with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain | | Connect LangGraph and LangChain apps to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain-agents | | Use LlamaIndex with Microsoft Foundry deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/llama-index | | Run AI Red Teaming Agent in the cloud with Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-ai-red-teaming-cloud | | Run AI Red Teaming Agent locally with Azure AI SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-scans-ai-red-teaming-agent | | Choose and use Microsoft Foundry SDKs and endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/sdk-overview | | Use Semantic Kernel with Foundry model catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/semantic-kernel | | View OpenAI SDK traces with OpenTelemetry in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-application | | Configure MCP server tools for Foundry agents in VS Code | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/vs-code-agents-mcp | | Deploy and use CXRReportGen healthcare AI model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-cxrreportgen | | Deploy and invoke MedImageInsight embeddings model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageinsight | | Use MedImageParse medical image segmentation models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageparse | | Rebuild Prompt Flow workflows using Agent Framework | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/how-to-migrate-prompt-flow-to-agent-framework | | Create and manage hub-scoped connections in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-connections-add | | Migrate Azure AI Inference SDK apps to OpenAI SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-inference-to-openai-migration | | Use image-to-text models from Foundry catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/use-image-models | | Get started with Azure OpenAI audio generation | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/audio-completions-quickstart | | Use Azure OpenAI authoring preview REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/authoring-reference-preview | | Interpret Guardrail annotations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-annotations | | Format prompts with document embeddings for Guardrails in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-document-embedding | | Use groundedness detection for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-groundedness | | Apply protected material detection to LLM outputs in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-protected-material | | Create Azure OpenAI Assistants with tools in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant | | Implement Assistants function calling in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant-functions | | Trigger Azure Logic Apps from Foundry Assistants | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistants-logic-apps | | Work with Azure OpenAI chat completion models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/chatgpt | | Run code with Azure OpenAI Assistants Code Interpreter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/code-interpreter | | Use Codex CLI and VS Code with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/codex | | Implement Computer Use agents in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/computer-use | | Use Azure OpenAI image generation and editing APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dall-e | | Run deep research using Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/deep-research | | Migrate from Azure.AI.OpenAI .NET 1.x beta to 2.x | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dotnet-migration | | Generate and use embeddings with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/embeddings | | Use Assistants file search with external knowledge | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/file-search | | Test fine-tuned models using Chat Completions and Evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tune-test | | Fine-tune Foundry models via Python, REST, or portal | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning | | Fine-tune Azure OpenAI function calling in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-functions | | Use function calling with Azure OpenAI models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/function-calling | | Use Azure OpenAI vision-enabled chat models via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/gpt-with-vision | | Configure Azure OpenAI JSON mode responses | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/json-mode | | Migrate Azure OpenAI apps to OpenAI Python v1.x | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration | | Migrate Azure OpenAI apps to OpenAI JavaScript v4 | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration-javascript | | Integrate and call the Foundry model router | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/model-router | | Use GPT Realtime API for low-latency audio | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio | | Connect to GPT Realtime API via SIP | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-sip | | Use Azure OpenAI GPT Realtime via WebRTC | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-webrtc | | Connect to GPT Realtime API via WebSockets | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-websockets | | Use Azure OpenAI Responses API with tools and streaming | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/responses | | Use stored completions and distillation in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions | | Use structured outputs and JSON Schema with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/structured-outputs | | Switch Python code between OpenAI and Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/switching-endpoints | | Configure web_search tool with Azure Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/web-search | | Configure Azure OpenAI webhooks for API events | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/webhooks | | Integrate Azure OpenAI fine-tuning with Weights & Biases | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/weights-and-biases-integration | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest | | Use realtime audio events with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference | | Implement GA realtime audio events in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference-ga | | Integrate with Azure OpenAI REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview | | Use Azure OpenAI v1 preview REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview-latest | | Call Azure OpenAI on Azure Search data via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/azure-search | | Use Azure OpenAI with Azure Cosmos DB data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/cosmos-db | | Use Azure OpenAI with Elasticsearch data via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/elasticsearch | | Use Azure OpenAI with MongoDB Atlas data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/mongo-db | | Call Azure OpenAI On Your Data via Python and REST | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/on-your-data | | Use Azure OpenAI with Pinecone vector data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/pinecone | | Convert text to speech with Azure OpenAI voices | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/text-to-speech-quickstart | | Fine-tune gpt-4o-mini on Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/tutorials/fine-tune | | Transcribe speech with Azure OpenAI Whisper | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/whisper-quickstart | | Use Foundry SDK to deploy a model and chat app | https://learn.microsoft.com/en-us/azure/foundry-classic/quickstarts/hub-get-started-code | | Build a RAG chat app with Microsoft Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/tutorials/copilot-sdk-build-rag |

Deployment

| Topic | URL | |-------|-----| | Evaluate deployment options for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/deployments-overview | | Plan organization-wide deployment of Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/planning | | Deploy Foundry Models using Azure CLI and Bicep | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/create-model-deployments | | Deploy Foundry Models via Microsoft Foundry portal | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/deploy-foundry-models | | Deploy a Microsoft Foundry hub using Bicep | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-hub-template | | Provision a Foundry hub and project with Terraform | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-hub-terraform | | Provision Microsoft Foundry classic resources with Terraform | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-resource-terraform | | Deploy models with managed compute in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-managed | | Deploy Hugging Face Hub models to Foundry managed endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-managed-hugging-face | | Deploy Foundry Models to managed compute pay-as-you-go | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-managed-pay-go | | Deploy models as serverless APIs in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless | | Check region availability for serverless models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-availability | | Run Foundry evaluations in Azure DevOps pipelines | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluation-azure-devops | | Run Foundry evaluations in GitHub Actions pipelines | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluation-github-action | | Deploy fine-tuned models via serverless API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/fine-tune-serverless | | Deploy Foundry prompt flows as managed online endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/flow-deploy | | Deploy and operate Agent Framework workflows on Azure | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/how-to-deploy-migrated-agent-framework-workflow | | Upgrade Azure OpenAI resources to Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/upgrade-azure-openai | | Deploy fine-tuned Azure OpenAI models in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-deploy | | Check Microsoft Foundry feature availability by region | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/region-support |