1---2name: microsoft-foundry-classic3description: 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 building Foundry agents, configuring RAG/search, using tools (Functions/OpenAPI/MCP), routing models, or deploying hubs, and other Microsoft Foundry Classic related development tasks. Not for Microsoft Foundry (use microsoft-foundry), Microsoft Foundry Local (use microsoft-foundry-local), Microsoft Foundry Tools (use microsoft-foundry-tools).4---5# Microsoft Foundry Classic Skill67This 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.89## How to Use This Skill1011> **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 file1213This skill requires **network access** to fetch documentation content:14- **Preferred**: Use `mcp_microsoftdocs:microsoft_docs_fetch`. Returns Markdown.15- **Fallback**: Use `WebFetch`. Returns Markdown.1617## Category Index1819| Category | Lines | Description |20|----------|-------|-------------|21| Troubleshooting | L33-L42 | 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. |22| Best Practices | L43-L57 | 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 |23| Decision Making | L58-L86 | Guidance on choosing models, regions, deployments, billing, and lifecycle strategies for Foundry and Azure OpenAI, including migration, PTU sizing, and cost/performance tradeoffs. |24| Architecture & Design Patterns | L87-L95 | Designing multi-agent architectures, configuring Foundry Agent Service for resilience, and understanding model router behavior, failover, and disaster recovery strategies. |25| Limits & Quotas | L96-L111 | Quotas, rate limits, and capacity for Foundry and Azure OpenAI (agents, models, deployments, regions), plus how to monitor, compare, request, and increase these limits. |26| Security | L112-L158 | 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. |27| Configuration | L159-L211 | Configuring, monitoring, and evaluating Foundry Classic/Models and Azure OpenAI resources, including agents, networking, storage, compute, RAG, safety, tracing, and continuous quality monitoring. |28| Integrations & Coding Patterns | L212-L331 | Integrating Foundry and Azure OpenAI with external data, tools, and SDKs: RAG with Search/SharePoint/files, tools (Functions, OpenAPI, MCP, browser, code), model routing, fine-tuning, realtime, and app frameworks. |29| Deployment | L332-L353 | Deploying Foundry hubs/models (CLI, portal, Bicep, Terraform), managed/serverless endpoints, region/feature availability, and integrating deployments/evaluations with DevOps and GitHub. |3031### Troubleshooting32| Topic | URL |33|-------|-----|34| Troubleshoot Prompt Flow compute session issues in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-troubleshoot |35| Troubleshoot Foundry deployments and monitoring issues | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-deploy-and-monitor |36| Troubleshoot Foundry private endpoint connection errors | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/troubleshoot-secure-connection-project |37| Troubleshoot Azure OpenAI fine-tuning in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-troubleshoot |38| Monitor and troubleshoot Risks & Safety in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/risks-safety-monitor |39| Resolve known issues in Microsoft Foundry classic portal | https://learn.microsoft.com/en-us/azure/foundry-classic/reference/foundry-known-issues |4041### Best Practices42| Topic | URL |43|-------|-----|44| 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 |45| Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/advanced-prompt-engineering |46| Apply safety system message templates in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/safety-system-message-templates |47| Author safety system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/system-message |48| Apply safety evaluation when fine-tuning Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-safety-evaluation |49| Fine-tune GPT-4 vision models with image data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-vision |50| Optimize Azure OpenAI latency and throughput in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/latency |51| 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 |52| Optimize Azure OpenAI predicted outputs for latency | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/predicted-outputs |53| Operate Foundry provisioned throughput in production | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-get-started |54| Evaluate and improve Foundry-based chat apps with SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/tutorials/copilot-sdk-evaluate |5556### Decision Making57| Topic | URL |58|-------|-----|59| Select Azure OpenAI models and regions for Foundry Agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/model-region-support |60| Decide when and how to fine-tune models in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/fine-tuning-overview |61| Compare Foundry models using benchmarks and leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-benchmarks |62| Manage lifecycle of managed compute Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-retirement-managed-compute |63| Choose the right Azure resource type for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/resource-types |64| Choose Microsoft Foundry deployment types | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/deployment-types |65| Plan and manage model versioning in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions |66| Plan and manage model versioning in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/model-versions |67| 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 |68| 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 |69| Compare models with Foundry leaderboards | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/benchmark-model-in-catalog |70| Plan and manage costs for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/costs-plan-manage |71| Migrate from hub-based to new Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/migrate-project |72| 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 |73| Choose content streaming and filtering modes in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-streaming |74| Use Foundry model retirement schedule for migrations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirement-schedule |75| Plan around Foundry model lifecycle and support | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirements |76| Enable and monitor priority processing for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/priority-processing |77| Evaluate 2024 Azure OpenAI provisioned throughput updates | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-migration |78| Choose billing options for Foundry PTU deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput-billing |79| Handle retired Foundry models and alternatives | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/retired-models |80| Plan using your data with Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/use-your-data |81| Determine PTU sizing for Foundry workloads | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-throughput-sizing |82| 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 |83| Use Azure OpenAI reasoning models effectively | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reasoning |8485### Architecture & Design Patterns86| Topic | URL |87|-------|-----|88| Design multi-agent systems with Foundry connected agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/connected-agents |89| Plan disaster recovery for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-disaster-recovery |90| 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 |91| Recover Foundry Agent Service from platform outages | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/agent-service-platform-disaster-recovery |92| Understand Foundry model router behavior and trade-offs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-router |9394### Limits & Quotas95| Topic | URL |96|-------|-----|97| Review quotas and limits for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/quotas-limits |98| Evaluate Foundry classic with regional limits and quotas | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-regions-limits-virtual-network |99| Select and compare Claude models in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/claude-models |100| Reference quotas and limits for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/quotas-limits |101| Manage and request quotas for Microsoft Foundry hub resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-quota |102| Manage and increase model deployment quotas in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/quota |103| Understand Foundry provisioned throughput limits and quotas | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput |104| Use Azure OpenAI global batch processing | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch |105| Use dynamic quota for Azure OpenAI deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dynamic-quota |106| Manage Azure OpenAI quota and rate limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/quota |107| Use reinforcement fine-tuning with Azure OpenAI reasoning models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reinforcement-fine-tuning |108| Reference quotas and limits for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/quotas-limits |109110### Security111| Topic | URL |112|-------|-----|113| Configure Browser Automation tool securely for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/browser-automation |114| Securely use Foundry Computer Use tool with agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/computer-use |115| Configure authentication and authorization for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/authentication-authorization-foundry |116| Configure customer-managed keys for Foundry encryption | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/encryption-keys-portal |117| Configure customer-managed keys for Foundry hub projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-encryption-keys-portal |118| Configure RBAC for Microsoft Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/hub-rbac-foundry |119| Configure guardrails for Azure-sold Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-catalog-content-safety |120| Manage RBAC roles for Microsoft Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/rbac-foundry |121| Understand vulnerability management for Microsoft Foundry images | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/vulnerability-management |122| Use default safety policies for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/default-safety-policies |123| 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 |124| Configure keyless Entra ID authentication for Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-entra-id |125| Allow Foundry managed networks to access on-premises resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/access-on-premises-resources |126| 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 |127| Apply Azure Policy to govern Foundry hubs and projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/azure-policy |128| Control Foundry model deployments with Azure Policy | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/built-in-policy-model-deployment |129| Understand data handling and privacy in Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/concept-data-privacy |130| Configure managed network isolation for Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-managed-network |131| Configure private link for secure Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/configure-private-link |132| Create and manage a Microsoft Foundry hub securely | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-azure-ai-resource |133| Create a secure Microsoft Foundry hub with managed VNet | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-secure-ai-hub |134| Create custom Azure Policy definitions for Foundry resources | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/custom-policy-definition |135| Disable shared key access to Foundry hub storage | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-local-auth |136| Configure storage accounts and access for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/evaluations-storage-account |137| Configure Private Link for Microsoft Foundry hubs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-configure-private-link |138| Set up managed virtual networks for Foundry projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/managed-virtual-network |139| Use Azure Policy to govern Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-deployment-policy |140| Secure configuration for Foundry playground chat on your data | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/secure-data-playground |141| Set up Azure Key Vault connection for Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/set-up-key-vault-connection |142| Use Content Credentials for Azure OpenAI images | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-credentials |143| Configure and use PII filtering in Foundry OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-personal-information |144| Understand default Guardrail safety policies in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/default-safety-policies |145| Understand Azure OpenAI prompt transformation for image safety | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/prompt-transformation |146| Configure Azure OpenAI content filters and gating | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/content-filters |147| Configure Microsoft Entra ID auth for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/managed-identity |148| Secure Azure OpenAI with virtual networks and private endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network |149| Add Azure OpenAI to a network security perimeter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/network-security-perimeter |150| Apply Azure RBAC roles to Azure OpenAI resources | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/role-based-access-control |151| Configure custom block lists for Azure OpenAI content filtering | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/use-blocklists |152| Understand data handling and security for Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/claude-models/data-privacy |153| Apply copyright commitment mitigations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/customer-copyright-commitment |154| Understand data privacy and security for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/data-privacy |155| Apply limited access policy for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/limited-access |156157### Configuration158| Topic | URL |159|-------|-----|160| Configure and manage Foundry classic capability hosts | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/capability-hosts |161| Configure standard agent setup with customer-managed Azure resources | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/standard-agent-setup |162| Monitor Foundry Agent Service with Azure Monitor and KQL | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/metrics |163| 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 |164| Configure private networking for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/virtual-networks |165| Use Azure Monitor metrics and logs for Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/reference/monitor-service |166| Configure and use built-in Foundry evaluators | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/built-in-evaluators |167| Configure agent evaluators for Azure AI agents | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/agent-evaluators |168| Use Azure OpenAI graders for model evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/azure-openai-graders |169| Create and configure custom evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/custom-evaluators |170| Configure general-purpose evaluators for generative AI | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/general-purpose-evaluators |171| Configure RAG evaluators for relevance and groundedness | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/rag-evaluators |172| Configure risk and safety evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/risk-safety-evaluators |173| Use textual similarity evaluators in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/evaluation-evaluators/textual-similarity-evaluators |174| Configure and use endpoints for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/endpoints |175| Configure Foundry model content filters and gated changes | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-content-filters |176| Configure Foundry Models project connection settings | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/configure-project-connection |177| Configure Azure Monitor for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/monitor-models |178| Upgrade AI project to use Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-ai-project |179| 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 |180| Select SDKs and languages for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/supported-languages |181| 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 |182| 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 |183| Set up continuous evaluation for AI agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/continuous-evaluation-agents |184| Configure and manage Foundry compute instances | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute |185| Configure and manage Foundry prompt flow compute sessions | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/create-manage-compute-session |186| Add and manage data in Foundry hub-based projects | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/data-add |187| Configure cross-project access to serverless model APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/deploy-models-serverless-connect |188| 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 |189| Configure tools and SDKs for Foundry classic development | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/install-cli-sdk |190| Generate synthetic and simulated data for Foundry evaluation | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/simulator-interaction-data |191| Trace and observe Foundry agents with OpenTelemetry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-agents-sdk |192| Enable tracing and feedback for prompt flow deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-production-sdk |193| Hide Foundry preview features using Azure tags | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/disable-preview-features |194| Create and use vector indexes for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/index-add |195| Configure continuous monitoring for Foundry AI applications | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-applications |196| Monitor quality and token usage for prompt flow apps | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/monitor-quality-safety |197| Configure and use Azure OpenAI v1 API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/api-version-lifecycle |198| Enable and interpret Prompt Shields in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-prompt-shields |199| Automate Azure OpenAI deployments and TPM quota | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/automate-quota-deployments |200| Configure Azure Blob Storage for OpenAI Batch I/O | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/batch-blob-storage |201| Configure and run Azure OpenAI model evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/evaluations |202| 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 |203| Configure monitoring and logging for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/monitor-openai |204| Configure network and access for On Your Data | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/on-your-data-configuration |205| Configure prompt caching for Azure OpenAI requests | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/prompt-caching |206| Configure reproducible output for Azure OpenAI chats | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output |207| Configure spillover traffic for Foundry provisioned deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/spillover-traffic-management |208| Reference Azure OpenAI monitoring metrics and logs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/monitor-openai-reference |209210### Integrations & Coding Patterns211| Topic | URL |212|-------|-----|213| 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 |214| 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 |215| 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 |216| 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 |217| 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 |218| Configure Custom Bing Search grounding for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-custom-search |219| 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 |220| Ground Foundry agents with Bing Search results | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/bing-grounding |221| 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 |222| Run Python code with Foundry Code Interpreter tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/code-interpreter |223| 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 |224| Configure deprecated Deep Research tool for agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/deep-research |225| 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 |226| Integrate Foundry classic agents with Microsoft Fabric data | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/fabric |227| Configure and use Foundry file search tool | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/file-search |228| 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 |229| Implement function calling with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/function-calling |230| Connect Foundry agents to external MCP servers | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/model-context-protocol |231| 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 |232| Configure OpenAPI tools and auth for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/openapi-spec |233| 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 |234| 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 |235| Use SharePoint grounding tool with Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/sharepoint-samples |236| Trigger Foundry classic agents from Azure Logic Apps events | https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/triggers |237| Serverless API inference examples for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/models-inference-examples |238| Call Foundry Responses API for text generation | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/generate-responses |239| Use reasoning models with Foundry Models service | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-chat-reasoning |240| Generate text embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-embeddings |241| Deploy and integrate Anthropic Claude in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-claude |242| 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 |243| Generate image embeddings with Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-image-embeddings |244| Use structured outputs with Foundry chat models | https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-structured-outputs |245| Configure project connections in Foundry classic | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/connections-add |246| Run local evaluations with Azure AI Evaluation SDK | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/evaluate-sdk |247| Integrate LangChain with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain |248| Connect LangGraph and LangChain apps to Foundry agents | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/langchain-agents |249| Use LlamaIndex with Microsoft Foundry deployments | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/llama-index |250| 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 |251| 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 |252| Choose and use Microsoft Foundry SDKs and endpoints | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/sdk-overview |253| Use Semantic Kernel with Foundry model catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/semantic-kernel |254| View OpenAI SDK traces with OpenTelemetry in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/trace-application |255| 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 |256| Deploy and use CXRReportGen healthcare AI model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-cxrreportgen |257| Deploy and invoke MedImageInsight embeddings model | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageinsight |258| Use MedImageParse medical image segmentation models | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/healthcare-ai/deploy-medimageparse |259| 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 |260| Create and manage hub-scoped connections in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-connections-add |261| 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 |262| Use image-to-text models from Foundry catalog | https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/use-image-models |263| Get started with Azure OpenAI audio generation | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/audio-completions-quickstart |264| Use Azure OpenAI authoring preview REST API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/authoring-reference-preview |265| Interpret Guardrail annotations for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-annotations |266| Format prompts with document embeddings for Guardrails in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-document-embedding |267| Use groundedness detection for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-groundedness |268| Apply protected material detection to LLM outputs in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-protected-material |269| Create Azure OpenAI Assistants with tools in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant |270| Implement Assistants function calling in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistant-functions |271| Trigger Azure Logic Apps from Foundry Assistants | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/assistants-logic-apps |272| Work with Azure OpenAI chat completion models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/chatgpt |273| Run code with Azure OpenAI Assistants Code Interpreter | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/code-interpreter |274| Use Codex CLI and VS Code with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/codex |275| Implement Computer Use agents in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/computer-use |276| Use Azure OpenAI image generation and editing APIs | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/dall-e |277| Run deep research using Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/deep-research |278| 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 |279| Generate and use embeddings with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/embeddings |280| Use Assistants file search with external knowledge | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/file-search |281| Test fine-tuned models using Chat Completions and Evaluations | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tune-test |282| Fine-tune Foundry models via Python, REST, or portal | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning |283| Fine-tune Azure OpenAI function calling in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-functions |284| Use function calling with Azure OpenAI models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/function-calling |285| Use Azure OpenAI vision-enabled chat models via API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/gpt-with-vision |286| Configure Azure OpenAI JSON mode responses | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/json-mode |287| Migrate Azure OpenAI apps to OpenAI Python v1.x | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration |288| Migrate Azure OpenAI apps to OpenAI JavaScript v4 | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/migration-javascript |289| Integrate and call the Foundry model router | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/model-router |290| Connect to GPT Realtime API via SIP | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-sip |291| Use Azure OpenAI GPT Realtime via WebRTC | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-webrtc |292| Connect to GPT Realtime API via WebSockets | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/realtime-audio-websockets |293| Use Azure OpenAI Responses API in Foundry | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/responses |294| Use stored completions and distillation in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions |295| Use structured outputs and JSON Schema with Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/structured-outputs |296| Switch Python code between OpenAI and Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/switching-endpoints |297| Configure web_search tool with Azure Responses API | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/web-search |298| Configure Azure OpenAI webhooks for API events | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/webhooks |299| Integrate Azure OpenAI fine-tuning with Weights & Biases | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/weights-and-biases-integration |300| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |301| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |302| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |303| Use Azure OpenAI v1 REST API in Foundry Models | https://learn.microsoft.com/en-us/azure/foundry-classic/openai/latest |304| Use Azure OpenAI v1 REST API in Foundry M305306…(truncated)
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