{"id":"3473e724-bfa6-4c0d-88cd-d57a7997161e","shortId":"yWGj2f","kind":"skill","title":"microsoft-foundry-classic","tagline":"Expert knowledge for Microsoft Foundry Classic (aka Azure AI Foundry classic) development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when","description":"# Microsoft Foundry Classic Skill\n\nThis 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.\n\n## How to Use This Skill\n\n> **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\n\n> **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](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)\n\nThis skill requires **network access** to fetch documentation content:\n- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch` with query string `from=learn-agent-skill`. Returns Markdown.\n- **Fallback**: Use `fetch_webpage` with query string `from=learn-agent-skill&accept=text/markdown`. Returns Markdown.\n\n## Category Index\n\n| Category | Lines | Description |\n|----------|-------|-------------|\n| Troubleshooting | L37-L47 | Diagnosing and fixing Foundry classic issues: compute sessions, deployments/monitoring, private endpoints, Azure OpenAI fine-tuning, risks & safety alerts, and known portal problems. |\n| Best Practices | L48-L61 | Best practices for prompts, safety, fine-tuning (incl. vision), latency/cost optimization, DeepSeek-R1 use, On Your Data, and evaluating/improving Foundry/Azure OpenAI chat apps |\n| Decision Making | L62-L91 | Guidance for strategic choices: model/region selection, versioning, lifecycle, costs, throughput, migrations, rollout, and when to use or upgrade specific Azure OpenAI/Foundry models. |\n| Architecture & Design Patterns | L92-L100 | Designing multi-agent architectures, configuring Foundry Agent Service for resilience, and understanding model router behavior, failover, and disaster recovery strategies. |\n| Limits & Quotas | L101-L115 | Quotas, rate limits, and regional support for Foundry Models, Agent Service, and Azure OpenAI; how to view, manage, increase, and dynamically use deployment and batch processing quotas. |\n| Security | L116-L162 | Security, privacy, and compliance for Foundry: auth/RBAC, encryption and keys, network isolation/Private Link, Azure Policy guardrails, content filters, and data handling for models and tools. |\n| Configuration | L163-L213 | Configuring and monitoring Foundry classic/Models/agents: networking, compute, storage, evaluators, tracing, OpenAI settings, provisioned deployments, and continuous quality/safety evaluation. |\n| Integrations & Coding Patterns | L214-L335 | Patterns and code for integrating Foundry/ Azure OpenAI models and agents with tools, data sources, grounding (Search, SharePoint, Bing, files), SDKs, real‑time APIs, and fine-tuning workflows |\n| Deployment | L336-L353 | Deploying Foundry hubs/models (managed compute, serverless APIs, prompt flows, agents), choosing deployment options, and automating via CLI, Bicep, Terraform, GitHub/Azure DevOps, with region availability. |\n\n### Troubleshooting\n| Topic | URL |\n|-------|-----|\n| Resolve common issues in Microsoft Foundry (classic) | https://learn.microsoft.com/en-us/azure/foundry-classic/faq |\n| Troubleshoot Prompt Flow compute session issues in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-troubleshoot |\n| Troubleshoot Foundry deployments and monitoring issues | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-deploy-and-monitor |\n| Troubleshoot Foundry private endpoint connection errors | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-secure-connection-project |\n| Troubleshoot Azure OpenAI fine-tuning issues in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-troubleshoot |\n| Monitor and troubleshoot Risks & Safety in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/risks-safety-monitor |\n| Resolve known issues in Microsoft Foundry classic portal | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/foundry-known-issues |\n\n### Best Practices\n| Topic | URL |\n|-------|-----|\n| 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 |\n| Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/advanced-prompt-engineering |\n| Apply safety system message templates in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/safety-system-message-templates |\n| Author safety-focused system messages in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/system-message |\n| Apply safety evaluation when fine-tuning Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-safety-evaluation |\n| Fine-tune GPT-4 vision models with image data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-vision |\n| Optimize Azure OpenAI performance and latency | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/latency |\n| 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 |\n| Optimize Azure OpenAI predicted outputs for latency | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/predicted-outputs |\n| Evaluate and improve Foundry-based chat apps with SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/tutorials/copilot-sdk-evaluate |\n\n### Decision Making\n| Topic | URL |\n|-------|-----|\n| Select Azure OpenAI models and regions for Foundry Agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/model-region-support |\n| Decide when and how to fine-tune models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/fine-tuning-overview |\n| Compare Foundry models using benchmarks and leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-benchmarks |\n| Manage lifecycle of managed compute Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-retirement-managed-compute |\n| Plan Microsoft Foundry classic rollout at scale | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/planning |\n| Choose the right Azure resource type for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/resource-types |\n| Choose Microsoft Foundry deployment types and residency | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/deployment-types |\n| Plan and manage model versioning in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions |\n| Plan and manage model versioning in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions |\n| Decide 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 |\n| Compare models with Foundry leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/benchmark-model-in-catalog |\n| Plan and manage costs for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/costs-plan-manage |\n| Migrate from hub-based to new Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/migrate-project |\n| Plan migration from Prompt Flow to Agent Framework | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-migration-overview |\n| Decide when and how to upgrade Azure OpenAI to Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/upgrade-azure-openai |\n| Choose content streaming and filtering modes in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-streaming |\n| Use Foundry model retirement schedule for migrations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirement-schedule |\n| Plan around Foundry model lifecycle and support | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirements |\n| Enable and monitor priority processing for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/priority-processing |\n| Evaluate 2024 Azure OpenAI provisioned throughput updates | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-migration |\n| Use provisioned throughput for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput |\n| Handle retired Foundry models and alternatives | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/retired-models |\n| Plan using your data with Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/use-your-data |\n| Plan and cost provisioned throughput units in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-throughput-onboarding |\n| 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 |\n| Use Azure OpenAI reasoning models effectively | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reasoning |\n\n### Architecture & Design Patterns\n| Topic | URL |\n|-------|-----|\n| Design multi-agent systems with Foundry connected agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/connected-agents |\n| Plan disaster recovery for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-disaster-recovery |\n| 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 |\n| Recover Foundry Agent Service from platform outages | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-platform-disaster-recovery |\n| Understand Foundry model router behavior and trade-offs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-router |\n\n### Limits & Quotas\n| Topic | URL |\n|-------|-----|\n| Review quotas and limits for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/quotas-limits |\n| Rate limits and regional support for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-regions-limits-virtual-network |\n| Reference quotas and limits for Microsoft Foundry Models (classic) | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/quotas-limits |\n| Manage and request quotas for Microsoft Foundry hub resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-quota |\n| Manage and increase model deployment quotas in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/quota |\n| Azure OpenAI FAQ with usage limits and policies | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/faq |\n| Use Azure OpenAI global batch processing | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch |\n| Use dynamic quota for Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dynamic-quota |\n| Manage Azure OpenAI quota in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/quota |\n| Use reinforcement fine-tuning for reasoning models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reinforcement-fine-tuning |\n| Azure OpenAI quotas and limits in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/quotas-limits |\n\n### Security\n| Topic | URL |\n|-------|-----|\n| Configure Browser Automation tool securely for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation |\n| Securely use Foundry Computer Use tool with agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use |\n| Configure authentication and authorization in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/authentication-authorization-foundry |\n| Configure customer-managed keys for Foundry encryption | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/encryption-keys-portal |\n| Configure customer-managed keys for Foundry hub projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-encryption-keys-portal |\n| Configure RBAC for Microsoft Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-rbac-foundry |\n| Configure guardrails for Azure-sold Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-catalog-content-safety |\n| Assign and manage RBAC roles in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/rbac-foundry |\n| Understand vulnerability management for Microsoft Foundry images | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/vulnerability-management |\n| Use default safety policies for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/default-safety-policies |\n| 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 |\n| Configure keyless Entra ID authentication for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-entra-id |\n| Allow Foundry managed networks to access on-premises resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/access-on-premises-resources |\n| 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 |\n| Apply Azure Policy to govern Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/azure-policy |\n| Control Foundry model deployments with Azure Policy | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/built-in-policy-model-deployment |\n| Understand data handling and privacy in Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/concept-data-privacy |\n| Configure managed network isolation for Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-managed-network |\n| Configure private link for secure Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-private-link |\n| Create and manage a Microsoft Foundry hub securely | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-resource |\n| Create a secure Microsoft Foundry hub with managed VNet | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-secure-ai-hub |\n| Create custom Azure Policy definitions for Foundry resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/custom-policy-definition |\n| Disable shared key access to Foundry hub storage | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-local-auth |\n| Configure storage accounts and access for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluations-storage-account |\n| Configure Private Link for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-configure-private-link |\n| Set up managed virtual networks for Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/managed-virtual-network |\n| Use built-in Azure Policy to govern Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-deployment-policy |\n| Secure configuration for Foundry playground chat on your data | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/secure-data-playground |\n| Set up Azure Key Vault connection for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/set-up-key-vault-connection |\n| Use Content Credentials for Azure OpenAI images | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-credentials |\n| Configure and use PII filtering in Foundry OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-personal-information |\n| Understand default Guardrail safety policies in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/default-safety-policies |\n| Understand Azure OpenAI prompt transformation for image safety | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/prompt-transformation |\n| Configure Azure OpenAI content filters and gating | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/content-filters |\n| Configure Microsoft Entra ID auth for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/managed-identity |\n| Secure Azure OpenAI with virtual networks and private endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network |\n| Add Azure OpenAI to a network security perimeter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network-security-perimeter |\n| Apply Azure RBAC roles to Azure OpenAI resources | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/role-based-access-control |\n| Configure custom block lists for Azure OpenAI content filtering | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/use-blocklists |\n| Understand data handling and security for Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/claude-models/data-privacy |\n| Apply copyright commitment mitigations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/customer-copyright-commitment |\n| Understand data handling and privacy for Azure Direct Models | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/data-privacy |\n| Understand limited access policy for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/limited-access |\n\n### Configuration\n| Topic | URL |\n|-------|-----|\n| Configure and manage Foundry classic capability hosts | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/capability-hosts |\n| Configure standard agent setup with customer-managed resources | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/standard-agent-setup |\n| Monitor Foundry Agent Service with Azure Monitor and KQL | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/metrics |\n| Configure Foundry Agent Service to use your own Azure resources | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/use-your-own-resources |\n| Configure private networking for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/virtual-networks |\n| Use Azure Monitor metrics and logs for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/reference/monitor-service |\n| Configure and use built-in Foundry evaluators | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/built-in-evaluators |\n| Configure agent evaluators for Azure AI agents | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/agent-evaluators |\n| Use Azure OpenAI graders for model evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/azure-openai-graders |\n| Create and configure custom evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/custom-evaluators |\n| Configure general-purpose evaluators for generative AI | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/general-purpose-evaluators |\n| Configure RAG evaluators for relevance and groundedness | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/rag-evaluators |\n| Configure risk and safety evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/risk-safety-evaluators |\n| Use textual similarity evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/textual-similarity-evaluators |\n| Configure and use endpoints for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/endpoints |\n| Configure Foundry model content filters and gated changes | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-content-filters |\n| Configure Foundry Models project connection settings | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-project-connection |\n| Configure Azure Monitor for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/monitor-models |\n| Upgrade AI project to use Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-ai-project |\n| Select SDKs and languages for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/supported-languages |\n| 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 |\n| 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 |\n| Set up continuous evaluation for AI agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/continuous-evaluation-agents |\n| Configure and manage Foundry compute instances | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute |\n| Configure and manage prompt flow compute sessions | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute-session |\n| Provision Microsoft Foundry (classic) with Terraform | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-resource-terraform |\n| Add and manage data in Foundry hub-based projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/data-add |\n| Configure cross-project access to serverless model APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-connect |\n| 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 |\n| Generate synthetic and simulated data for Foundry evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/simulator-interaction-data |\n| Trace and observe Foundry agents with OpenTelemetry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-agents-sdk |\n| Enable tracing and feedback for prompt flow deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-production-sdk |\n| Hide Foundry preview features using Azure tags | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-preview-features |\n| Create and use vector indexes for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/index-add |\n| Configure continuous monitoring for Foundry AI applications | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-applications |\n| Monitor quality and token usage for prompt flow apps | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-quality-safety |\n| Enable and interpret Prompt Shields in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-prompt-shields |\n| Configure Azure Blob Storage for OpenAI Batch I/O | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch-blob-storage |\n| Configure and run Azure OpenAI model evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/evaluations |\n| 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 |\n| Configure monitoring and logging for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai |\n| Configure network and access for On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-configuration |\n| Configure and use prompt caching in Azure OpenAI Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/prompt-caching |\n| Create and tune provisioned deployments in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-get-started |\n| Configure reproducible output for Azure OpenAI chats | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output |\n| Configure spillover traffic management for provisioned deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/spillover-traffic-management |\n| Configure Azure OpenAI monitoring data and metrics | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/monitor-openai-reference |\n\n### Integrations & Coding Patterns\n| Topic | URL |\n|-------|-----|\n| 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 |\n| 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 |\n| 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 |\n| 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 |\n| 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 |\n| Configure Custom Bing Search grounding for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search |\n| 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 |\n| Ground Foundry agents with Bing Search results | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-grounding |\n| 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 |\n| Run Python code with Foundry Code Interpreter tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/code-interpreter |\n| 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 |\n| Configure deprecated Deep Research tool for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research |\n| 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 |\n| Connect Foundry agents to Microsoft Fabric data agent | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/fabric |\n| Configure and use Foundry file search tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search |\n| 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 |\n| Implement function calling with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/function-calling |\n| Connect Foundry agents to external MCP servers | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol |\n| 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 |\n| Configure OpenAPI tools and auth for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec |\n| 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 |\n| Ground Foundry agents with SharePoint content | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint |\n| Use SharePoint grounding tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint-samples |\n| Trigger Foundry agents from Logic Apps events | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/triggers |\n| Serverless API inference examples for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/models-inference-examples |\n| Call Foundry Models Responses API for text generation | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/generate-responses |\n| 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 |\n| Use reasoning models with Foundry Models service | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-reasoning |\n| Generate text embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-embeddings |\n| 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 |\n| Generate image embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-image-embeddings |\n| Use structured outputs with Foundry chat models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-structured-outputs |\n| Configure project connections in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/connections-add |\n| Run scalable cloud evaluations with Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/cloud-evaluation |\n| Run local evaluations with Azure AI Evaluation SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/evaluate-sdk |\n| Build LangChain apps with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain |\n| Connect LangGraph and LangChain apps to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain-agents |\n| Integrate LlamaIndex with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/llama-index |\n| 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 |\n| 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 |\n| Select and configure Microsoft Foundry SDK endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/sdk-overview |\n| Use Semantic Kernel with Foundry model catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/semantic-kernel |\n| View OpenAI SDK traces with OpenTelemetry in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-application |\n| 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 |\n| Deploy and use CXRReportGen healthcare AI model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-cxrreportgen |\n| Deploy and invoke MedImageInsight embeddings model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageinsight |\n| Use MedImageParse medical image segmentation models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageparse |\n| 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 |\n| Create and manage hub-scoped connections in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-connections-add |\n| 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 |\n| Use image-to-text models from Foundry catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/use-image-models |\n| Use Azure OpenAI v1 API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/api-version-lifecycle |\n| Get started with Azure OpenAI audio generation | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/audio-completions-quickstart |\n| Use Azure OpenAI authoring preview REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/authoring-reference-preview |\n| Interpret Guardrail annotations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-annotations |\n| Format prompts with document embeddings for Guardrails in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-document-embedding |\n| Use groundedness detection for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-groundedness |\n| Apply protected material detection to LLM outputs in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-protected-material |\n| Create Azure OpenAI Assistants with tools in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant |\n| Implement Assistants function calling in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant-functions |\n| Trigger Azure Logic Apps from Foundry Assistants | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistants-logic-apps |\n| Work with Azure OpenAI chat completion models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/chatgpt |\n| Run code with Azure OpenAI Assistants Code Interpreter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/code-interpreter |\n| Use Codex CLI and VS Code with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/codex |\n| Implement Computer Use agents in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/computer-use |\n| Use Azure OpenAI image generation and editing APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dall-e |\n| Run deep research using Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/deep-research |\n| 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 |\n| Use Assistants file search with external knowledge | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/file-search |\n| Test fine-tuned models using Chat Completions and Evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tune-test |\n| Fine-tune Foundry models via Python, REST, or portal | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning |\n| Fine-tune Azure OpenAI function calling in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-functions |\n| Use function calling with Azure OpenAI models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/function-calling |\n| Use Azure OpenAI vision-enabled chat models via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/gpt-with-vision |\n| Configure Azure OpenAI JSON mode responses | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/json-mode |\n| Migrate Azure OpenAI apps to OpenAI Python v1.x | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration |\n| Migrate Azure OpenAI apps to OpenAI JavaScript v4 | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration-javascript |\n| Integrate and call the Foundry model router | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/model-router |\n| Use GPT Realtime API for low-latency audio | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio |\n| Connect to GPT Realtime API via SIP | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-sip |\n| Use Azure OpenAI GPT Realtime via WebRTC | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-webrtc |\n| Connect to GPT Realtime API via WebSockets | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-websockets |\n| Call Azure OpenAI Responses API with tools and streaming | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/responses |\n| Use stored completions and distillation in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions |\n| Define and call structured outputs with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/structured-outputs |\n| Switch Python code between OpenAI and Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/switching-endpoints |\n| Configure web_search tool with Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/web-search |\n| Configure Azure OpenAI webhooks for API events | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/webhooks |\n| Integrate Azure OpenAI fine-tuning with Weights & Biases | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/weights-and-biases-integration |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |\n| Use Realtime audio events with Azure OpenAI APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference |\n| Use GA Realtime audio events with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference-ga |\n| Integrate with Azure OpenAI REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference |\n| Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview |\n| Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview |\n| Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview |\n| Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview |\n| Use Azure OpenAI preview REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview |\n| Use Azure OpenAI v1 preview REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/reference-preview-latest |\n| Call Azure OpenAI on Azure Search data via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/azure-search |\n| Use Azure OpenAI with Azure Cosmos DB data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/cosmos-db |\n| Use Azure OpenAI with Elasticsearch data via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/elasticsearch |\n| Use Azure OpenAI with MongoDB Atlas data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/mongo-db |\n| Call Azure OpenAI On Your Data via Python and REST | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/on-your-data |\n| Use Azure OpenAI with Pinecone vector data APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/references/pinecone |\n| Convert text to speech with Azure OpenAI voices | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/text-to-speech-quickstart |\n| Fine-tune gpt-4o-mini on Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/tutorials/fine-tune |\n| Transcribe speech with Azure OpenAI Whisper | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/whisper-quickstart |\n| Use Foundry SDK to deploy a model and chat app | https://learn.microsoft.com/en-us/azure/foundry-classic/quickstarts/hub-get-started-code |\n| Build a RAG chat app with Microsoft Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/tutorials/copilot-sdk-build-rag |\n\n### Deployment\n| Topic | URL |\n|-------|-----|\n| Evaluate deployment options for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/deployments-overview |\n| Deploy Foundry Models using Azure CLI and Bicep | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/create-model-deployments |\n| Deploy Foundry Models via Microsoft Foundry portal | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/deploy-foundry-models |\n| Deploy a Microsoft Foundry hub using Bicep | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-hub-template |\n| Provision a Foundry hub and project with Terraform | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-hub-terraform |\n| Deploy models with managed compute in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-managed |\n| Deploy models as serverless APIs in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless |\n| Check 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