Agent skill

microsoft-foundry-classic

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, RAG/vector search, function calling, realtime audio, or fine-tuned Azure OpenAI models, 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).

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SKILL.md

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 issues: prompt flow compute/usage, deployments and monitoring, private endpoints, Azure OpenAI fine-tuning, safety/risk monitoring, and known bugs/workarounds.
Best Practices L47-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
Decision Making L62-L93 Guidance for choosing and upgrading models, regions, SDKs, and deployment types, managing versions, costs, PTU, and migrations to plan and operate Foundry-based AI solutions.
Architecture & Design Patterns L94-L104 Architectural guidance for Foundry: multi-agent design, service/resource topology, high availability, and full BCDR (backup, recovery, DR, and resiliency) for Agent Service and Azure OpenAI workloads
Limits & Quotas L105-L120 Quotas, rate limits, and capacity for Foundry Agents/Models and Azure OpenAI (deployments, regions, VNets, batch, dynamic quota, fine-tuning, and retired/available models).
Security L121-L168 Security, networking, auth, RBAC, keys, policies, guardrails, content safety, and data privacy for Foundry hubs/projects, tools, and Azure OpenAI/Direct model integrations
Configuration L169-L226 Configuring, monitoring, and evaluating Foundry agents/models: infra and networking, BYO resources, tools and evaluators, RAG/vector indexes, safety/filters, logging, tracing, and Azure OpenAI settings.
Integrations & Coding Patterns L227-L351 Patterns and code to integrate Foundry and Azure OpenAI with tools, data sources, and frameworks: search/RAG, function calling, agents, evaluations, realtime audio, and fine-tuning.
Deployment L352-L371 Deploying Foundry hubs, projects, and models (managed/serverless), configuring regions, agents, CI/CD (GitHub/Azure DevOps), and using Bicep/Terraform/CLI/portal for deployment.

Troubleshooting

Topic URL
Troubleshoot compute and usage issues in prompt flow 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 issues in Foundry 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 and workarounds in Microsoft Foundry 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-focused system messages in Foundry 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 performance and latency 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
Use prompt caching in Azure OpenAI for cost and latency https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/prompt-caching
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
Choose Azure OpenAI models and regions for 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
Use Foundry model benchmarks and leaderboards https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-benchmarks
Plan for Foundry model deprecation and retirement https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/model-lifecycle-retirement
Plan organizational rollout of Microsoft Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/planning
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 and residency https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/deployment-types
Decide and manage Microsoft Foundry model versions 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
Assess partner and community Foundry model options https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/models-from-partners
Evaluate partner and community Foundry models https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/models-from-partners
Select Azure-sold models in Foundry catalog https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/concepts/models-sold-directly-by-azure
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
Upgrade from GitHub Models to Foundry Models https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/quickstart-github-models
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
Choose Microsoft Foundry SDKs and endpoints https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/sdk-overview
Migrate from hub-based to new Foundry projects https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/migrate-project
Migrate from Azure AI Inference SDK to OpenAI SDK https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-inference-to-openai-migration
Decide when and how to upgrade Azure OpenAI to Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/upgrade-azure-openai
Choose content streaming and filtering modes in Azure OpenAI https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-streaming
Enable and evaluate Foundry priority processing tiers 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
Understand provisioned throughput for Foundry models https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/provisioned-throughput
Plan using your data with Azure OpenAI deployments https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/use-your-data
Plan PTU costs, billing, and capacity for Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-throughput-onboarding
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
Understand Microsoft Foundry resource and service architecture https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/architecture
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
Design high availability and resiliency for Foundry projects https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/high-availability-resiliency
Design BCDR architecture for Azure OpenAI workloads https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/business-continuity-disaster-recovery

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 with regional limits and VNet 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
Review retired Azure OpenAI model availability https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/legacy-models
Azure OpenAI model availability and retirement schedule https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/model-retirements
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 https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/quota
Use reinforcement fine-tuning for reasoning models https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reinforcement-fine-tuning
Azure OpenAI quotas and limits in Foundry Models 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
Set up private networking and VNet integration for Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/virtual-networks
Configure authentication and authorization in Microsoft Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/concepts/authentication-authorization-foundry
Configure customer-managed keys for Microsoft Foundry 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
Use RBAC roles for Microsoft Foundry access control 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
Add Microsoft Foundry resources to 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 Microsoft 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 network for Foundry projects https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/managed-virtual-network
Use built-in Azure Policy to govern Foundry model deployments https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/model-deployment-policy
Configure the Content Safety tool in prompt flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/content-safety-tool
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
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 handling and privacy for Azure Direct Models https://learn.microsoft.com/en-us/azure/foundry-classic/responsible-ai/openai/data-privacy
Understand 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 troubleshoot capability hosts in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/capability-hosts
Configure standard agent setup with customer-managed resources https://learn.microsoft.com/en-us/azure/foundry-classic/agents/concepts/standard-agent-setup
Configure environment and infrastructure for Foundry Agent Service https://learn.microsoft.com/en-us/azure/foundry-classic/agents/environment-setup
Monitor Foundry Agent Service with Azure Monitor and KQL https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/metrics
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
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
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 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
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
Use GPT-4 Turbo with Vision tool in prompt flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/azure-open-ai-gpt-4v-tool
Configure the Embedding tool in Foundry prompt flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/embedding-tool
Configure the Index Lookup tool for RAG flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/index-lookup-tool
Configure the LLM tool in Foundry prompt flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/llm-tool
Configure the Prompt tool in Foundry prompt flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/prompt-tool
Configure the Python tool in Foundry prompt flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/python-tool
Configure the Rerank tool to improve search results https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/rerank-tool
Use Azure OpenAI in Azure Government cloud https://learn.microsoft.com/en-us/azure/foundry-classic/openai/azure-government
Enable and interpret Prompt Shields in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/openai/concepts/content-filter-prompt-shields
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
Create and tune provisioned deployments in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/provisioned-get-started
Configure reproducible output for Azure OpenAI chats https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output
Configure spillover traffic management for provisioned deployments https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/spillover-traffic-management
Use stored completions and distillation in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/stored-completions
Configure Azure OpenAI monitoring data and metrics 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
Connect Foundry agents to Microsoft Fabric data agent 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
Integrate Logic Apps workflows with Foundry agents https://learn.microsoft.com/en-us/azure/foundry-classic/agents/how-to/tools-classic/logic-apps
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
Ground Foundry agents with SharePoint content 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 agents from 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 Models 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 call Claude models in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-claude
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
Deploy and use MAI-Image-2 text-to-image in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/foundry-models/how-to/use-foundry-models-mai
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
Evaluate AI agents using the Foundry SDK https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/agent-evaluate-sdk
Run scalable cloud evaluations with Foundry SDK https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/cloud-evaluation
Run local evaluations with Azure AI Evaluation SDK https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/evaluate-sdk
Build LangChain apps 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
Integrate LlamaIndex with Microsoft Foundry models 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 Evaluation SDK https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/run-scans-ai-red-teaming-agent
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
Create and manage hub-scoped connections in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/hub-connections-add
Use Foundry endpoints for external app integration https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/integrate-with-other-apps
Use the Serp API tool within Foundry prompt flows https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/prompt-flow-tools/serp-api-tool
Use image-to-text models from Foundry catalog https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/use-image-models
Use Azure OpenAI v1 API in Foundry Models https://learn.microsoft.com/en-us/azure/foundry-classic/openai/api-version-lifecycle
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
Configure Assistants Code Interpreter in Azure OpenAI 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
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 Foundry model router in apps 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
Integrate GPT Realtime audio via WebRTC in Foundry 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
Call Azure OpenAI Responses API with tools and streaming https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/responses
Call Azure OpenAI structured outputs with JSON schema https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/structured-outputs
Switch Python code between OpenAI and Azure OpenAI endpoints https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/switching-endpoints
Configure web_search tool with Azure OpenAI 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 APIs https://learn.microsoft.com/en-us/azure/foundry-classic/openai/realtime-audio-reference
Use GA Realtime audio events with Azure OpenAI 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 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 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 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 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
Call Microsoft Foundry REST APIs (classic) for projects https://learn.microsoft.com/en-us/azure/foundry-classic/reference/foundry-project
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
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 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 protected partner models with 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
Create, configure, and deploy Foundry agents from VS Code https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/develop/vs-code-agents
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 prompt flows as managed online endpoints https://learn.microsoft.com/en-us/azure/foundry-classic/how-to/flow-deploy
Deploy fine-tuned Azure OpenAI models in Foundry https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/fine-tuning-deploy
Check Microsoft Foundry feature availability by cloud region https://learn.microsoft.com/en-us/azure/foundry-classic/reference/region-support

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