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 Azure OpenAI, AI Gateway, MCP tools, Entra auth, or BYO VNet networking, and other Microsoft Foundry related development tasks. Not for Content Safety in Foundry Control Plane (use azure-content-safety),...
Scanned 10/6/2026
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---
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 Azure OpenAI, AI Gateway, MCP tools, Entra auth, or BYO VNet networking, 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: "2026-10-04"
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](https://github.com/MicrosoftDocs/mcp/blob/main/README.md)
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-L49 | Diagnosing and fixing Foundry agent issues: health checks, publishing to Copilot/Teams, auth errors, data loss recovery, evaluation/observability, Azure OpenAI HTTP/webhook errors, and known workarounds. |
| Best Practices | L50-L72 | Best practices for building, operating, and optimizing Foundry agents and Azure OpenAI (voice, tools, routing, prompts, safety, HA, performance, monitoring, fine-tuning, and recovery). |
| Decision Making | L73-L121 | Planning and decision guides for models, agents, networking, costs, migrations, lifecycle/retirement, regions (incl. Gov), and choosing the right Foundry capabilities, SDKs, and integrations |
| Architecture & Design Patterns | L122-L131 | Designing scalable, resilient Foundry agents: networking in BYO VNets, runtime/component choices, data isolation, shared sessions, auto-trigger routines, and toolbox search patterns. |
| Limits & Quotas | L132-L154 | Quotas, limits, and cost controls for agents, models, vector/durable stores, AI Gateway, Azure OpenAI, rate/TPM caps, sessions/timeouts, and region-specific capacity. |
| Security | L155-L208 | Security, identity, and governance for Foundry: auth/RBAC, Entra, networking, isolation, guardrails, data privacy, trace control, and secure integration of agents, tools, and MCP servers. |
| Configuration | L209-L306 | Configuring Microsoft Foundry agents, projects, models, networking, storage, security, monitoring, evaluations, and tooling (azd, Claude, Azure OpenAI) for deployment and operations |
| Integrations & Coding Patterns | L307-L403 | Patterns and APIs for integrating Foundry agents and models with tools, MCP, voice/telephony, search, evaluations, OpenTelemetry, Azure OpenAI/Responses, and external frameworks like LangChain. |
| Deployment | L404-L431 | Deploying and operating Foundry agents and models: infrastructure (azd, Bicep, Terraform), CI/CD, regional/DR setup, container/registry config, evaluations, and healthcare/open-source model deployments. |
### Troubleshooting
| Topic | URL |
|-------|-----|
| 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 |
| Troubleshoot publishing Foundry agents to Copilot and Teams | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/troubleshoot-publish-copilot |
| Resolve authorization errors for Foundry agents in Copilot | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/troubleshoot-publish-copilot-authorization |
| Recover Foundry Agent Service from resource and data loss | https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery |
| Troubleshoot Microsoft Foundry evaluation and observability | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/troubleshooting |
| Troubleshoot HTTP errors for Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/troubleshoot-errors |
| 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 |
| Apply best practices for Microsoft Foundry voice agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-best-practice |
| Monitor and evaluate Microsoft Foundry voice agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-observability |
| Optimize instructions and prompts for Foundry voice agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/optimize-voice-agent-instructions |
| Recover long-running Foundry agents after crashes | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/recover-long-running-work |
| Steer in-flight turns for hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/steer-hosted-agent |
| Generate synthetic training data in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation |
| 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 |
| Fine-tune MedImageInsight Premium for medical imaging | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-medimageinsight-premium |
| Plan high availability and resiliency for Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency |
| Use Insights to analyze Foundry agent behavior | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/agent-insights |
| Design effective system messages for Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering |
| Understand and optimize Foundry model router behavior | 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 |
| Use Flex processing with Azure OpenAI in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/flex-processing |
| 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 |
| Estimate and manage costs for Microsoft Foundry voice agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/voice-agent-pricing |
| Migrate Assistants and classic agents to Foundry | 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 |
| Decide and migrate from Voice Live to Foundry voice agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-from-voice-live |
| 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 |
| Use Foundry in Azure Government regions and endpoints | https://learn.microsoft.com/en-us/azure/foundry/concepts/foundry-azure-government |
| 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 |
| Select appropriate Claude models in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models |
| Plan and understand Claude CCU billing in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-billing |
| Compare Azure and Anthropic hosting for Claude models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-hosting-comparison |
| Choose Foundry model deployment types by scenario | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types |
| Select 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 |
| Choose partner and community Foundry models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners |
| Select Azure-sold Foundry models by capability and region | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure |
| Choose Azure Government Foundry models by region and type | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure-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 |
| Migrate declarative Foundry workflows to Agent Framework code | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/vs-code-agents-workflow-low-code |
| 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 |
| Choose GPT Realtime Transcribe for low-latency streaming | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-realtime-whisper |
| Plan around Foundry model retirement and replacements | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirement-schedule |
| 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 |
| Use model router with Foundry agents effectively | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router-agents |
| 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 |
|-------|-----|
| Plan Foundry Agent Service networking in BYO VNet | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agents-networking-deep-dive |
| 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 |
| Set up standard agent resources with data isolation | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup |
| 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 |
### Limits & Quotas
| Topic | URL |
|-------|-----|
| Evaluate agent optimizer cost and token usage | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-optimizer-costs |
| Understand durable state store limits for hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-state-store |
| Review quotas and limits for Foundry Agent Service | 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 Foundry hosted agents and lifecycle | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent |
| Manage hosted agent sessions and timeouts | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-sessions |
| 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 |
| Understand Claude model quotas and rate limits in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models-quotas-limits |
| Reference quotas and limits for Foundry Models | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits |
| Fine-tune and deploy CxrReportGen Premium with quotas | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-cxrreportgen-premium |
| Manage Foundry model deployment quotas and TPM limits | https://learn.microsoft.com/en-us/azure/foundry/how-to/quota |
| 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 authentication for Agent2Agent tools 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 |
| Understand Foundry Agent Service data handling and access | https://learn.microsoft.com/en-us/azure/foundry/agents/faq |
| Attach RAI guardrails to Foundry hosted 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 |
| Configure Agent 365 data collection for Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent-365-data-collection |
| Assign Agent 365 observability app role in Entra | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/grant-agent-365-permissions |
| Configure user isolation for hosted agent sessions | 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 authentication for MCP servers in 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 |
| Secure private container registries for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-registry-connections |
| 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 for Microsoft Foundry tools | 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 |
| Implement on-behalf-of flow for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-on-behalf-of-flow |
| 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 |
| Configure VNet support for Foundry evaluations | https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-virtual-network |
| Configure RBAC roles and scopes 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 |
| Create custom Azure Policies for Microsoft Foundry governance | https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition |
| Apply Foundry Content Safety middleware in LangChain | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-middleware |
| Restrict preview features in Microsoft Foundry environments | https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features |
| Configure managed virtual networks for Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network |
| 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 |
| Assign roles for Microsoft Foundry evaluation workflows | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluation-permissions |
| 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 in azd | 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 Microsoft Foundry agent endpoints | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-agent |
| 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 Microsoft Foundry voice agent settings | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/configure-voice-agent |
| 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 |
| 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 |
| Initialize a hosted agent project with azd | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/init-agent-project |
| Install and verify azd Foundry AI extensions | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/install-cli-foundry-extensions |
| Configure 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 |
| Configure a private skill catalog for Foundry agents | 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 |
| Configure public Activity Protocol endpoint for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot-virtual-network |
| Register external agents for Foundry observability | 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 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 custom MCP code interpreter for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter |
| Author, version, and attach skills in Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/skills |
| Configure and manage Microsoft Foundry toolboxes | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/toolbox |
| Configure and manage toolboxes for Foundry hosted 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 and manage Foundry agent routines | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-routines |
| Configure subagents within Microsoft Foundry voice agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-subagent-voice-first-agent |
| 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 customer-managed keys for Foundry resources | https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal |
| Register and configure custom agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent |
| 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 |
| Configure monitoring for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models |
| 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 |
| 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 |
| Connect Microsoft Foundry to customer-managed storage | 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 |
| Configure Foundry agent capability storage resources | https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-capability-settings |
| Configure Private Link network isolation for Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link |
| Configure and add connections in Microsoft Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add |
| Create and configure Microsoft Foundry projects | https://learn.microsoft.com/en-us/azure/foundry/how-to/create-projects |
| Provision Microsoft Foundry resources 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 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 evaluations from Microsoft Foundry portal | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app |
| View and analyze evaluation results in Foundry portal | https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results |
| Enable and configure Fireworks models in 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 health and performance alerts for Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/stay-informed-service-health |
| Configure and run benchmark evaluations in Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/benchmark-evaluations |
| Set up cloud evaluations with Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation |
| Evaluate conversation datasets at turn and session level | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-conversations |
| Evaluate deployed interactions via Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-deployed-interactions |
| Retrieve and interpret Foundry cloud evaluation results | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-results |
| Evaluate Microsoft Foundry AI agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent |
| 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 |
| Monitor Foundry agents with Agent Monitoring Dashboard | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard |
| Set up human evaluation for Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation |
| Configure end user feedback logging with OpenTelemetry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/log-end-user-feedback |
| Analyze agent traces with Trace Replay in Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-replay |
| Set up tracing for AI agents with Application Insights | 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 and run evaluations for a hosted agent | 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 groundedness detection for RAG in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness |
| Configure content streaming and filters in Azure OpenAI | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming |
| Configure priority processing for Foundry model deployments | https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing |
| Configure GPT-Live events and session settings | https://learn.microsoft.com/en-us/azure/foundry/openai/gpt-live-reference |
| 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 GPT-Live delegation and client actions | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-live-delegation |
| Configure and use model router in Foundry | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router |
| Inspect model router metadata for routing analysis | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/monitor-model-router |
| 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 long-running AgentServer SDK APIs for hosted 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 |
| Cancel in-flight turns on hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/cancel-hosted-agent-turn |
| Connect Foundry agents to Foundry IQ knowledge bases | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect |
| Validate private agentic retrieval with Foundry IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-tutorial-private-retrieval |
| Invoke Microsoft Foundry hosted agents with Azure Developer CLI | 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 |
| Integrate Foundry agents with remote A2A agent 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 |
| Automate browser tasks with Foundry agent browser tool | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation |
| 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 |
| Use Microsoft Fabric data agent with Foundry agents | 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 for Microsoft Foundry 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 toolboxes via MCP | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/use-toolbox-hosted-agent |
| Use the Foundry web search tool with agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search |
| Connect Foundry agents to Microsoft 365 via Work IQ | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/work-iq |
| Connect telephony channels to Microsoft Foundry voice agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/voice-agent-telephony-channels |
| Create and configure prompt agents in Foundry | https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/prompt-agent |
| Connect Foundry IQ knowledge base to hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-foundry-iq-hosted-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 with Foundry apps | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude |
| Deploy and call MAI image models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-mai-image |
| 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 |
| 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 agent service | 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 LangChain with Microsoft Foundry models | https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/langchain-models |
| Use Foundry Toolbox tools in LangChain agents | 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 |
| Fine-tune premium healthcare AI models in Foundry | https://learn.microsoft.com/en-us/azure/foundry/how-to/healthcare-ai/fine-tune-premium-healthcare-models |
| 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 |
| Build a voice-first agent using a hosted agent | https://learn.microsoft.com/en-us/azure/foundry/how-to/voice-first-with-hosted-agent |
| Use Foundry MCP Server tools and example prompts | https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools |
| Integrate custom MCP servers with Foundry Agent Service | https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server |
| Evaluate datasets with Foundry SDK cloud evaluations | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-datasets |
| Evaluate production conversations from Application Insights with Foundry | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-deployed-conversations |
| Simulate and evaluate conversations with Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-simulate-conversations |
| Generate synthetic evaluation data with Foundry SDK | https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cloud-evaluation-synthetic-data |
| Evaluate models and agents with Foundry SDK | 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 |
| Instrument Foundry agents with client-side OpenTelemetry tracing | 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 |
| Call o3-deep-research via Azure OpenAI Responses API | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research |
| Fine-tune Microsoft Foundry models programmatically | 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 |
| Connect and stream audio with GPT-Live WebSockets | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-live |
| 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 |
| 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 speech and audio | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio |
| Integrate GPT Realtime API using SIP | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip |
| Connect GPT Realtime API via WebRTC | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc |
| Use GPT Realtime API over 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 |
| Use Responses API with auto and direct routing | https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses-model-routing |
| 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 |
| Use Azure OpenAI Responses API web_search tool | 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 |
|-------|-----|
| Check Foundry Agent Service features in Azure Government | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/azure-government |
| Develop and deploy agents with Azure Developer CLI | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/cli-agent-development |
| Understand azd infrastructure for hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/cli-infrastructure |
| Deploy containerized Foundry hosted agents | 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 |
| Promote Foundry hosted agents to production | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent-production |
| Deploy Foundry hosted agents using Terraform | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent-terraform |
| 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 Foundry agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-steerable-agent |
| Migrate Foundry hosted agents to latest backend | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate-hosted-agent-preview |
| Set up CI/CD for Foundry hosted agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/set-up-ci-cd-cli |
| Publish and share Microsoft Foundry voice-based agents | https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/voice-agent-channels-publish |
| 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 Foundry model deployments by Azure region | 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 Microsoft Foundry resources using Bicep templates | https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-template |
| 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 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 |
| Run Foundry agent evaluations with azd CLI | 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 |Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
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