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version: "1.0.10" name: microsoft-foundry description: Expert knowledge for Microsoft Foundry (aka Azure AI Foundry) development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building Foundry agents with Entra/RBAC, Azure OpenAI, AI Gateway, Foundry IQ retrieval, or M365 integration, and other Microsoft Foundry related development tasks. Not for Content Safety in Foundry Control Plane (use azure-content-safety), Azure Content Understanding in Foundry Tools (use azure-content-understanding), Azure Speech in Foundry Tools (use azure-speech), Microsoft Foundry Classic (use microsoft-foundry-classic). compatibility: Requires network access. Uses mcp_microsoftdocs:microsoft_docs_fetch or fetch_webpage to retrieve documentation. metadata: generated_at: "2026-08-31" generator: "docs2skills/1.0.0"

Microsoft Foundry Skill

This skill provides expert guidance for Microsoft Foundry. 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-L48	Diagnosing and fixing Foundry hosted agent/service issues, data loss recovery, evaluation/observability errors, webhook problems, and known bugs/workarounds.
Best Practices	L49-L63	Best practices for designing, running, and evaluating Foundry agents: tools, routing, prompts, safety, crash recovery, latency/throughput, and production operations.
Decision Making	L64-L105	Guides for choosing models, hosting, billing, networking, lifecycle/migration paths, and rollout/governance so you can pick and optimize the right Foundry setup and agent strategy.
Architecture & Design Patterns	L106-L117	Architectural patterns for building scalable, resilient, networked Foundry agents: VNet design, hosted/long-running agents, HA, shared sessions, tool search, and private retrieval with Foundry IQ.
Limits & Quotas	L118-L141	Quotas, rate limits, token/TPM caps, regions, lifetimes, and cost safeguards for Foundry agents, models, Azure OpenAI, vector stores, and AI Gateway configuration
Security	L142-L189	Securing Foundry agents and infrastructure: auth/RBAC, network isolation, guardrails, data privacy, governance with Entra, Azure Policy, Agent 365, MCP, and tool access control.
Configuration	L190-L283	Configuring Foundry agents, projects, models, tools, storage, networking, evaluations, logging, and monitoring—everything about setup, runtime behavior, and operational controls.
Integrations & Coding Patterns	L284-L371	Integrating Foundry agents and models into apps: SDK/API usage, tools/MCP, LangChain/LangGraph, OpenTelemetry, voice/web search, gateways, safety, fine-tuning, and Azure OpenAI/GPT Realtime.
Deployment	L372-L401	Deploying and publishing Foundry agents and models: azd/Bicep scaffolding, CI/CD, container/registry setup, long‑running and eval workflows, M365 integration, gov/private/healthcare and regional recovery.

Troubleshooting

Topic	URL
FAQ and troubleshooting for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/faq
Check hosted agent project health with agent doctor	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-doctor
Troubleshoot Microsoft Foundry hosted agent issues	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/debug-hosted-agent
Recover Foundry Agent Service from resource and data loss	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery
Retrieve and troubleshoot Foundry cloud evaluation results	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-results
Troubleshoot Foundry evaluation and observability issues	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/troubleshooting
Set up and troubleshoot Azure OpenAI webhooks	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks
Resolve known issues and workarounds for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues

Best Practices

Topic	URL
Apply tool usage best practices in Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice
Implement crash recovery for long-running Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/recover-long-running-work
Use Task Adherence signals for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/guardrails/task-adherence
Use Foundry Skill prompts for common workflows	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/foundry-skills-scenarios-example-prompts
Evaluate Microsoft Foundry AI agents with built-in evaluators	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent
Design effective system messages for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering
Apply routing modes and best practices for Foundry model router	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router-how-it-works
Apply safety system message templates in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates
Apply best practices for vision fine-tuning	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision
Optimize Azure OpenAI latency and throughput in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/latency
Operate provisioned throughput deployments in production	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started

Decision Making

Topic	URL
Understand and use Foundry agent optimizer	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-optimizer-overview
Choose networking options for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/networking-options
Plan migration from Assistants API to Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate
Decide and migrate to new Foundry agent model	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-agent-applications
Choose the right web grounding tool for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview
Choose the right Microsoft Foundry capability	https://learn.microsoft.com/en-us/azure/foundry/concepts/capabilities
Plan general availability adoption of Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/general-availability
Compare Foundry models using benchmarks and leaderboards	https://learn.microsoft.com/en-us/azure/foundry/concepts/model-benchmarks
Plan Microsoft Foundry rollout topology and governance	https://learn.microsoft.com/en-us/azure/foundry/concepts/planning
Optimize Foundry model cost and performance	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance
Plan and understand Claude CCU billing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-billing
Choose Azure vs Anthropic hosting for Claude	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-hosting-comparison
Choose the right Foundry deployment type	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types
Choose Foundry deployment types in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types-gov
Plan and execute model migration in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-migration
Manage model versioning and upgrade policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions
Choose and manage model version policies in Foundry Gov	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions-gov
Migrate applications from GitHub Models to Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models
Plan disaster recovery for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery
Use Foundry model leaderboard for selection	https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog
Choose Microsoft Foundry SDKs and endpoints for projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview
Interpret and compare Foundry evaluation results	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results
Select and use healthcare AI models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/healthcare-ai-models
Choose and implement Foundry app integration patterns	https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps
Plan and execute migration from Foundry classic portal	https://learn.microsoft.com/en-us/azure/foundry/how-to/navigate-from-classic
Upgrade Azure OpenAI resources to Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai
Use Ask AI to upgrade or switch Foundry models	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-model-upgrade
Choose GPT Realtime Transcribe for low-latency streaming	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-realtime-whisper
Use Azure Government model retirement schedule for migrations	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule-gov
Plan around Foundry Models lifecycle and retirements	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements
Plan for Foundry model lifecycle in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements-gov
Decide when to use Azure OpenAI prompt transformation	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-transformation
Choose PTU billing mode and manage costs	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput-billing
Identify retired Foundry models and alternatives	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/retired-models
Evaluate model router for quality, cost, and latency	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/evaluate-model-router
Estimate and manage fine-tuning costs in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management
Size provisioned throughput units for Foundry workloads	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-sizing
Migrate from preview to GA GPT Realtime API protocol	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide

Architecture & Design Patterns

Topic	URL
Design networking for Foundry Agent Service with BYO VNet	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agents-networking-deep-dive
Design and use hosted agents in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agents
Design resilient long-running hosted agents in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/long-running-agent-resilience
Choose runtime components for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components
Design private agentic retrieval architecture with Foundry IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-overview
Pool multiple users onto shared Foundry agent sessions	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/multiplex-session-users
Design scalable tool search patterns for Foundry toolboxes	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/tool-search
Design high availability for Microsoft Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency

Limits & Quotas

Topic	URL
Evaluate agent optimizer cost and token usage	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-optimizer-costs
Quotas, limits, and regions for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions
Understand vector store limits and expiration in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores
Manage hosted agents and lifecycle constraints in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent
Manage session lifetimes and idle timeouts for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-sessions
Understand customer-managed key coverage and limits in Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/customer-managed-keys
Evaluate Foundry with region support and rate limits	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network
Set AI Gateway token limits and quotas in Foundry	https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal
Configure token rate limits and quotas in Foundry Control Plane	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models
Compare Claude models, quotas, and regions in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models
Use partner and community models in Foundry catalog	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners
Reference quotas and limits for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits
Manage Foundry model deployment quotas and TPM limits	https://learn.microsoft.com/en-us/azure/foundry/how-to/quota
Use Foundry model retirement schedule and replacements	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule
Manage provisioned throughput quotas for Foundry models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput
Use Azure OpenAI global batch processing quotas	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch
Manage Azure OpenAI quota and rate limits in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/quota
Use reinforcement fine-tuning with cost safeguards	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning
Reference quotas and limits for Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits
Reference quotas and limits for Azure OpenAI in US Government	https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits-gov

Security

Topic	URL
Integrate Foundry agents with Microsoft Agent 365	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-365-integration
Configure agent identities and RBAC in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity
Configure Agent2Agent authentication in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication
Reference permissions for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-permissions
Set up secure environment for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup
Attach Responsible AI guardrails to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-hosted-agent-guardrails
Publish and secure Microsoft Foundry agent applications	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-applications
Assign Agent 365 observability app role in Entra	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/grant-agent-365-permissions
Isolate user sessions and data in Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/isolate-sessions-per-user
Control and disable Grounding with Bing access	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing
Configure MCP server authentication in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication
Use isolation keys for Foundry hosted agent partitioning	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/pass-isolation-keys
Securely use the computer use tool in Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use
Govern MCP tools via AI gateway and API Management	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance
Ground Foundry agents with SharePoint while preserving access controls	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint
Configure toolbox authentication and identity passthrough	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/tool-authentication
Configure network-isolated toolboxes for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox-network-isolation
Configure private networking for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks
Map elevated Azure roles to Foundry admin tasks	https://learn.microsoft.com/en-us/azure/foundry/concepts/administrator-guide
Configure authentication and RBAC for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry
Use Microsoft Foundry in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/concepts/foundry-azure-government
Apply role-based access control in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry
Govern Foundry agent infrastructure as Entra admin	https://learn.microsoft.com/en-us/azure/foundry/control-plane/govern-agent-infrastructure-entra-admin
Configure compliance and security for Foundry control plane	https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security
Create and apply Foundry guardrail policies	https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy
Configure Entra ID keyless auth for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id
Apply safety and security guardrails in Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/guardrails-overview
Configure guided safety and security guardrails for agents	https://learn.microsoft.com/en-us/azure/foundry/guardrails/guided-set-up
Add Microsoft Foundry resources to network security perimeters	https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter
Configure private endpoints for Foundry network isolation	https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link
Create custom Azure Policies for Microsoft Foundry governance	https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition
Restrict Microsoft Foundry preview features with RBAC and tags	https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features
Use built-in Azure Policies to govern Foundry model deployment	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy
Govern Foundry model router deployments with Azure Policy	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-router-policy
Apply security and governance to Foundry MCP Server tools	https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices
Control and govern trace data collection in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-data
Configure Entra auth for Foundry trace ingestion	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-ingestion-entra-authentication
Secure sensitive Microsoft Foundry trace data with RBAC	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/traces-sensitive-content
Understand default Guardrail safety policies in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies
Design safety system messages for Azure OpenAI in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message
Apply safety evaluation to fine-tuned models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation
Configure data privacy and security for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security
Understand data privacy for Claude models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy
Understand data privacy and security for Foundry Models	https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy

Configuration

Topic	URL
Define Foundry hosted agents with agent.yaml schema	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-yaml-reference
Configure hosted agents with azure.yaml reference	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/azure-yaml-reference
Configure capability hosts for Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts
Implement hosted agent runtime contract in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agent-contract
Add human-in-the-loop pauses to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-human-in-the-loop
Inspect local hosted agents with Agent Inspector	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-inspector
Author azure.yaml configuration for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/author-azure-yaml
Configure Foundry project context for azd	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/cli-project-context
Configure and share stable endpoints for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent
Configure Microsoft Agent 365 data collection for Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent-365-data-collection
Configure environment variables for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-hosted-agent-env-variables
Configure OpenTelemetry export for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-hosted-agent-telemetry
Configure Connected Foundry Models in Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/connected-models
Configure optimizer evaluation datasets and evaluators	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/create-optimizer-dataset
Disable classic agents and assistants in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/disable-classic-agents
Enable Agent2Agent endpoints for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/enable-agent-to-agent-endpoint
Connect Foundry agents to Foundry IQ knowledge bases	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect
Configure private inbound connectivity for Foundry IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-inbound
Configure private outbound dependencies for Foundry IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-outbound
Install and verify azd Foundry AI extensions	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/install-cli-foundry-extensions
Manage durable state for long-running Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-task-state
Create and manage memory stores in Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage
Stream and filter logs for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/monitor-hosted-agent-logs
Create a private agent skill catalog in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-skill-catalog
Create a private MCP tool catalog with API Center	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog
Register external agents for Foundry observability and evaluation	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/register-external-agent
Configure local run settings for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/run-hosted-agent-locally
Configure steering for in-flight Foundry agent turns	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/steer-hosted-agent
Configure reconnectable streaming for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/stream-with-reconnect
Configure structured inputs for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/structured-inputs
Configure browser automation tool for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation
Configure custom MCP code interpreter for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter
Author and attach skills to Foundry agent toolboxes	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/skills
Create and manage toolboxes for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox
Create and manage toolboxes for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox
Update Foundry hosted agent endpoints via azd	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/update-agent-endpoint-cli
Reconfigure model deployment for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/update-hosted-agent-model
Automate azd AI usage with coding agents and scripts	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-cli-with-coding-agents
Configure Foundry Agent Service with your own Azure resources	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources
Configure and use built-in Foundry evaluators	https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators
Configure customer-managed keys for Foundry resources	https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal
Configure agent evaluators for Azure AI agents	https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators
Register and configure custom agents in Foundry	https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent
Configure synthetic data generation in Foundry	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation
Configure Claude Code CLI and VS Code for Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code
Configure Claude Desktop to use Microsoft Foundry inference	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-desktop
Deploy and use FLUX image models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-flux
Deploy and use Grok models with Foundry APIs	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-grok
Deploy and configure MAI image models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai-image
Configure and use MAI-Thinking-1 in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai-thinking
Configure guardrails and controls in Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails
Configure bring-your-own storage for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry
Configure BYOS storage for Speech and Language in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services
Create and configure Microsoft Foundry projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-projects
Automate Microsoft Foundry setup with Terraform	https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform
Prepare a development environment for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/install-cli-sdk
Use the Microsoft Foundry Skill with coding agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/use-microsoft-foundry-skill
Configure diagnostic logging for Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/diagnostic-logging
Run model and agent evaluations in Foundry portal	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app
Enable and configure Fireworks models in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/enable-fireworks-models
Import and deploy custom Fireworks models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/fireworks/import-custom-models
Configure managed virtual networks for Foundry projects	https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network
Configure health and performance alerts for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/stay-informed-service-health
Run cloud evaluations with the Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation
Configure conversation-level evaluations in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-conversations
Evaluate datasets via Foundry SDK configuration	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-datasets
Evaluate deployed interactions using Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-deployed-interactions
Generate synthetic data with Foundry SDK	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-synthetic-data
Configure model and agent target evaluations	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-targets
Use admin-connected models in Foundry evaluations	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-admin-connected-models
Use Foundry evaluation dataset schema and fields	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-schema
Generate synthetic evaluation datasets in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-dataset-synthetic
Prepare and structure Foundry evaluation datasets	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-datasets
Configure and use Foundry agent monitoring dashboard	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard
Log end user feedback with OpenTelemetry in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/log-end-user-feedback
Use Ask AI to interpret Foundry monitoring dashboards	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-dashboard
Analyze agent traces with Trace Replay in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-replay
Configure OpenTelemetry tracing for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup
Annotate Foundry traces with human feedback signals	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-annotations
Configure evaluation test suites for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/observability/quickstarts/quickstart-evaluate-hosted-agent
Configure and use Azure OpenAI v1 API in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle
Configure priority processing tiers for Foundry models	https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing
Automate Azure OpenAI deployments and TPM quota settings	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/automate-quota-deployments
Configure Azure OpenAI image generation models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e
Configure direct preference optimization fine-tuning	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization
Configure Responses API model routing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses-model-routing
Create and manage reusable skills for Responses API shell	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/skills
Configure spillover traffic management for provisioned Azure OpenAI deployments	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management
Monitor Azure OpenAI Foundry with Azure Monitor	https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference
Configure Azure OpenAI Realtime API events in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference

Integrations & Coding Patterns

Topic	URL
Use AgentServer SDK APIs for long-running agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/long-running-agent-reference
Add Responses or Invocations protocol adapters to hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/add-protocol-adapter
Connect enterprise AI gateways to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway
Integrate real-time voice with Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/build-voice-agent
Validate private agentic retrieval with Foundry IQ	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-retrieval
Invoke Foundry hosted agents using azd commands	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/invoke-hosted-agent
Enable agent optimizer integration for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/make-agent-optimizer-ready
Connect Foundry agents to remote A2A endpoints	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent
Integrate Azure AI Search indexes with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search
Integrate Azure Speech MCP tool with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech
Integrate Azure Functions as tools for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-functions
Use Bing Grounding tools with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools
Deploy a Foundry hosted agent with browser automation	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation-hosted-agent-quickstart
Use Code Interpreter tool with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter
Add managed connector MCP servers to agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/connectors
Connect Microsoft Fabric data agents to Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric
Connect Foundry agents to Fabric IQ data	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric-iq
Configure file search tool and vector stores for agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search
Implement function calling with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling
Use Foundry image generation tool in agent workflows	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation
Integrate Foundry agents with MCP server endpoints	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol
Connect OpenAPI tools to Foundry agents securely	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi
Use reminder_preview tool for self-scheduling agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/reminder-tool
Connect hosted agents to Foundry toolboxes over MCP	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/use-toolbox-hosted-agent
Configure and use the web search tool in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search
Integrate Work IQ and Microsoft 365 with Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/work-iq
Add declarative agent workflows with VS Code	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-low-code
Connect Foundry IQ knowledge base to hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-foundry-iq-hosted-agent
Use Foundry memory store for persistent agent memory	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-memory-hosted-agent
Integrate web search and Learn MCP tools via Foundry toolbox	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-toolbox-agent
Call Foundry Responses API from application code	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/responses-api
Run fine-tuning jobs with azd extension	https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/fine-tune-cli
Generate text with Foundry Models via Responses API	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses
Deploy and call Hugging Face models in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/hugging-face-models
Call Foundry reasoning models via Chat Completions	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-chat-reasoning
Deploy and integrate Claude models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude
Deploy and call DeepSeek reasoning models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1
Integrate third-party safety guardrails with Foundry	https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations
Route Foundry managed network traffic to on-premises	https://learn.microsoft.com/en-us/azure/foundry/how-to/access-on-premises-resources
Configure and manage Microsoft Foundry connections	https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add
Host Microsoft Agent Framework agents on Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/framework-hosted-agents
Integrate LangChain/LangGraph with Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain
Integrate LangGraph and LangChain with Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-agents
Host LangGraph agents on Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-hosted-agents
Use Foundry Memory with LangChain and LangGraph	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-memory
Integrate Foundry Content Safety middleware in LangChain	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-middleware
Integrate LangChain with Foundry OpenAI-compatible models	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-models
Use Foundry Toolbox tools and skills in LangChain	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-toolbox
Emit OpenTelemetry traces from LangChain apps to Azure Monitor	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-traces
Run AI Red Teaming Agent scans locally	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent
Migrate Azure AI Inference SDK calls to OpenAI SDK	https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration
Set up Azure Key Vault connections for Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection
Use Foundry MCP Server tools and example prompts	https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools
Build and register custom MCP servers with Azure Functions	https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server
Add OpenTelemetry client-side tracing to Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-client-side
Configure OpenTelemetry tracing for AI agent frameworks	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework
Instrument hosted agents with OpenTelemetry tracing in Foundry	https://learn.microsoft.com/en-us/azure/foundry/observability/quickstarts/quickstart-tracing-hosted-agent
Use Azure OpenAI audio completions API	https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart
Implement Azure OpenAI chat completions in apps	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt
Configure and use Codex CLI with Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex
Call o3-deep-research via Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research
Fine-tune Foundry models via Python and REST	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning
Fine-tune Azure OpenAI tool calling behavior	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions
Use function calling with Foundry chat models	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling
Call Azure OpenAI vision-enabled chat models via API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision
Configure JSON mode responses for Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode
Configure and call model router in Microsoft Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router
Optimize latency with predicted outputs in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs
Integrate GPT Realtime API for low-latency audio	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio
Connect GPT Realtime API to SIP endpoints	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip
Stream GPT Realtime audio via WebRTC in Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc
Connect to GPT Realtime API via WebSockets	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets
Use Azure OpenAI Responses API with tools and streaming	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses
Implement multi-agent orchestration with Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses-multi-agent
Run shell commands with Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/shells
Define and use structured outputs with Azure OpenAI	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs
Use tool search with Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/tool-search
Enable and configure web search tool in Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search
Use WebSocket mode with Azure OpenAI Responses API	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/websockets
Use Azure OpenAI image and audio REST APIs (GA)	https://learn.microsoft.com/en-us/azure/foundry/openai/reference
Use Azure OpenAI image and audio REST APIs (preview)	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview
Use Azure OpenAI image, audio, and video REST APIs (preview)	https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest
Use Azure OpenAI SDKs across supported languages	https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages
Use Azure OpenAI transcription models for speech to text	https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart

Deployment

Topic	URL
Foundry Agent Service features in Azure Government	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/azure-government
Use Azure Developer CLI for Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/cli-agent-development
Scaffold and customize hosted agent infrastructure with azd Bicep	https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/cli-infrastructure
Deploy containerized agents to Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent
Deploy Foundry hosted agents with private Azure Container Registry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent-private-azure-container-registry
Deploy crash-resilient long-running Foundry agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-resilient-agent
Deploy steerable long-running agents in Foundry	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-steerable-agent
Initialize Foundry hosted agent projects with azd	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/init-agent-project
Migrate Foundry hosted agents to latest backend	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-hosted-agent-preview
Publish Foundry agents to Microsoft 365 Copilot	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot
Publish private-network agents via REST to M365	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot-virtual-network
Configure CI/CD pipelines for Foundry hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/set-up-ci-cd-cli
Create and deploy hosted agent workflows in VS Code	https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-pro-code
Deploy existing Python agent code to Foundry Agent Service	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-deploy-own-code
Set up GitHub Actions CI/CD for hosted agents	https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/set-up-cicd-hosted-agent
Select and deploy Foundry Models sold by Azure	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure
Use Foundry Models sold by Azure across regions and deployment types	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-region-availability
Deploy Foundry model endpoints with CLI and Bicep	https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments
Recover Foundry Agent Service from regional platform outages	https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery
Deploy open-source models on Foundry managed compute	https://learn.microsoft.com/en-us/azure/foundry/how-to/deploy-models-managed
Run AI Red Teaming Agent scans in the cloud	https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud
Run Foundry agent evaluations in Azure DevOps	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops
Run Foundry agent evaluations in GitHub Actions	https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action
Deploy CxrReportGen Premium healthcare model in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/deploy-cxrreportgen-premium
Deploy MedImageInsight Premium healthcare model in Foundry	https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/deploy-medimageinsight-premium
Gate agent builds with azd AI eval extension	https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/azure-developer-cli-evaluation
Deploy fine-tuned Azure OpenAI models in Foundry	https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy

← v1.0.9 All versions