From 5e677b6b8a85c2c624e9f917cf01302221280a77 Mon Sep 17 00:00:00 2001 From: Copilot Date: Thu, 5 Mar 2026 04:00:54 +0000 Subject: [PATCH] Update Foundry llms.txt documentation (2026-03-05) - Updated base URL from /azure/ai-foundry/ to /azure/foundry/ - Regenerated llms.txt with 278 pages from updated TOC - Fixed scrape_foundry_docs.py to use new URL structure - New section organization matches current Foundry docs structure Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> --- .github/scripts/scrape_foundry_docs.py | 19 +- docs/foundry-docs-manifest.json | 1485 +++++++++++++----------- docs/llms-full.txt | 670 +++++------ docs/llms.txt | 670 +++++------ 4 files changed, 1473 insertions(+), 1371 deletions(-) diff --git a/.github/scripts/scrape_foundry_docs.py b/.github/scripts/scrape_foundry_docs.py index d66a8bc5..3bdb53a3 100644 --- a/.github/scripts/scrape_foundry_docs.py +++ b/.github/scripts/scrape_foundry_docs.py @@ -23,9 +23,9 @@ import time # Base URLs -BASE_URL = "https://learn.microsoft.com/en-us/azure/ai-foundry/" -TOC_URL = "https://learn.microsoft.com/en-us/azure/ai-foundry/toc.json?view=foundry" -VIEW_PARAM = "?view=foundry" +BASE_URL = "https://learn.microsoft.com/en-us/azure/foundry/" +TOC_URL = "https://learn.microsoft.com/en-us/azure/foundry/toc.json" +VIEW_PARAM = "" # Output paths OUTPUT_DIR = Path(__file__).parent.parent.parent / "docs" @@ -54,27 +54,20 @@ class DocSection: def normalize_url(href: str, base_path: str = BASE_URL) -> str: - """Convert relative href to full URL with view parameter.""" + """Convert relative href to full URL.""" if href.startswith("http"): - # External URL - don't modify - if "learn.microsoft.com" in href and "view=" not in href: - return f"{href}{VIEW_PARAM}" return href if href.startswith("/"): # Absolute path within learn.microsoft.com url = f"https://learn.microsoft.com{href}" elif href.startswith(".."): - # Relative path going up - handle azure/ai-services context + # Relative path going up url = urljoin(base_path, href) else: - # Relative path within ai-foundry + # Relative path within foundry url = f"{base_path}{href}" - # Add view parameter if not present - if "view=" not in url: - url = f"{url}{VIEW_PARAM}" - return url diff --git a/docs/foundry-docs-manifest.json b/docs/foundry-docs-manifest.json index 2b2049a9..6fb40a73 100644 --- a/docs/foundry-docs-manifest.json +++ b/docs/foundry-docs-manifest.json @@ -1,1263 +1,1430 @@ { "title": "Microsoft Foundry", - "base_url": "https://learn.microsoft.com/en-us/azure/ai-foundry/", - "source": "https://raw.githubusercontent.com/MicrosoftDocs/azure-ai-docs/main/articles/foundry/toc.yml", + "base_url": "https://learn.microsoft.com/en-us/azure/foundry/", "sections": { - "General": [ + "Overview": [ { "title": "What is Microsoft Foundry (new)?", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/what-is-foundry?view=foundry" + "href": "what-is-foundry", + "url": "https://learn.microsoft.com/en-us/azure/foundry/what-is-foundry" } ], - "Get started": [ + "Getting Started": [ { - "title": "\"Quickstart: Create resources\"", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/quickstart-create-foundry-resources?view=foundry" + "title": "Quickstart: Create resources", + "href": "tutorials/quickstart-create-foundry-resources", + "url": "https://learn.microsoft.com/en-us/azure/foundry/tutorials/quickstart-create-foundry-resources" }, { - "title": "\"Quickstart: Chat with an agent\"", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/quickstarts/get-started-code?view=foundry" + "title": "Quickstart: Chat with an agent", + "href": "quickstarts/get-started-code", + "url": "https://learn.microsoft.com/en-us/azure/foundry/quickstarts/get-started-code" }, { - "title": "\"Tutorial: Idea to prototype\"", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/developer-journey-idea-to-prototype?view=foundry" + "title": "Tutorial: Idea to prototype", + "href": "tutorials/developer-journey-idea-to-prototype", + "url": "https://learn.microsoft.com/en-us/azure/foundry/tutorials/developer-journey-idea-to-prototype" }, + { + "title": "Use Microsoft Foundry with a screen reader", + "href": "tutorials/screen-reader", + "url": "https://learn.microsoft.com/en-us/azure/foundry/tutorials/screen-reader" + } + ], + "Concepts": [ { "title": "Ask AI", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/ask-ai?view=foundry" + "href": "concepts/ask-ai", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/ask-ai" + }, + { + "title": "Retrieval Augmented Generation (RAG) overview", + "href": "concepts/retrieval-augmented-generation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/retrieval-augmented-generation" + }, + { + "title": "Playgrounds and quick evaluation", + "href": "concepts/concept-playgrounds", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/concept-playgrounds" + }, + { + "title": "Model leaderboards", + "href": "concepts/model-benchmarks", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/model-benchmarks" + }, + { + "title": "Observability overview", + "href": "concepts/observability", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/observability" + }, + { + "title": "Rate limits, region support, and enterprise features", + "href": "concepts/evaluation-regions-limits-virtual-network", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network" + }, + { + "title": "Transparency Note for safety evaluations", + "href": "concepts/safety-evaluations-transparency-note", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/safety-evaluations-transparency-note" + }, + { + "title": "Built-in evaluators reference", + "href": "concepts/built-in-evaluators", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators" + }, + { + "title": "General purpose evaluators", + "href": "concepts/evaluation-evaluators/general-purpose-evaluators", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/general-purpose-evaluators" + }, + { + "title": "Textual similarity evaluators", + "href": "concepts/evaluation-evaluators/textual-similarity-evaluators", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/textual-similarity-evaluators" + }, + { + "title": "Retrieval Augmented Generation (RAG) evaluators", + "href": "concepts/evaluation-evaluators/rag-evaluators", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/rag-evaluators" + }, + { + "title": "Risk and safety evaluators", + "href": "concepts/evaluation-evaluators/risk-safety-evaluators", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/risk-safety-evaluators" + }, + { + "title": "Agent evaluators", + "href": "concepts/evaluation-evaluators/agent-evaluators", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators" + }, + { + "title": "Azure OpenAI evaluators", + "href": "concepts/evaluation-evaluators/azure-openai-graders", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/azure-openai-graders" + }, + { + "title": "Custom evaluators", + "href": "concepts/evaluation-evaluators/custom-evaluators", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/custom-evaluators" + }, + { + "title": "AI red teaming agent overview", + "href": "concepts/ai-red-teaming-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/ai-red-teaming-agent" + }, + { + "title": "Playgrounds and quick evaluation", + "href": "concepts/concept-playgrounds", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/concept-playgrounds" + }, + { + "title": "Plan rollout", + "href": "concepts/planning", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/planning" + }, + { + "title": "Authentication and authorization", + "href": "concepts/authentication-authorization-foundry", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry" + }, + { + "title": "Disable preview features with role-based access control", + "href": "concepts/disable-preview-features-with-rbac", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/disable-preview-features-with-rbac" + }, + { + "title": "Role-based access control", + "href": "concepts/rbac-foundry", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry" + }, + { + "title": "Configure customer-managed keys", + "href": "concepts/encryption-keys-portal", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal" + }, + { + "title": "Plan and manage costs", + "href": "concepts/manage-costs", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/manage-costs" + }, + { + "title": "Service architecture", + "href": "concepts/architecture", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/architecture" + }, + { + "title": "Model lifecycle and retirement", + "href": "concepts/model-lifecycle-retirement", + "url": "https://learn.microsoft.com/en-us/azure/foundry/concepts/model-lifecycle-retirement" } ], - "Agent development": [ + "Agent Development": [ { "title": "Agent development overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/overview?view=foundry" + "href": "agents/overview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/overview" }, { "title": "FAQ", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/faq?view=foundry" + "href": "agents/faq", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/faq" }, { "title": "Quotas, limits, models and region support", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/limits-quotas-regions?view=foundry" + "href": "agents/concepts/limits-quotas-regions", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions" }, { "title": "Development lifecycle", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/development-lifecycle?view=foundry" + "href": "agents/concepts/development-lifecycle", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/development-lifecycle" }, { "title": "Agent runtime components", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/runtime-components?view=foundry" + "href": "agents/concepts/runtime-components", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components" }, { "title": "Agent identity", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/agent-identity?view=foundry" + "href": "agents/concepts/agent-identity", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity" }, { "title": "Hosted agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/hosted-agents?view=foundry" + "href": "agents/concepts/hosted-agents", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agents" }, { "title": "Capability hosts", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/capability-hosts?view=foundry" + "href": "agents/concepts/capability-hosts", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts" }, { "title": "Create a workflow", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/workflow?view=foundry" + "href": "agents/concepts/workflow", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/workflow" }, { "title": "Quickstart - Deploy your first hosted agent", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/quickstarts/quickstart-hosted-agent?view=foundry" + "href": "agents/quickstarts/quickstart-hosted-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-hosted-agent" }, { "title": "Deploy a hosted agent", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/deploy-hosted-agent?view=foundry" + "href": "agents/how-to/deploy-hosted-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent" }, { "title": "Manage hosted agent lifecycle", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/manage-hosted-agent?view=foundry" - }, - { - "title": "System message design", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/advanced-prompt-engineering?view=foundry" - }, - { - "title": "Safety system messages", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/system-message?view=foundry" - }, - { - "title": "Safety system message templates", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/safety-system-message-templates?view=foundry" + "href": "agents/how-to/manage-hosted-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent" }, { "title": "Publish and share agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-agent?view=foundry" + "href": "agents/how-to/publish-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-agent" }, { "title": "Publish to Microsoft 365 Copilot and Teams", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-copilot?view=foundry" + "href": "agents/how-to/publish-copilot", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot" }, { "title": "Agent 365", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/agent-365?view=foundry" + "href": "agents/how-to/agent-365", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-365" }, { "title": "Invoke your Agent Application using the Responses API protocol", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-responses?view=foundry" + "href": "agents/how-to/publish-responses", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-responses" }, { "title": "Service monitoring", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/metrics?view=foundry" - }, - { - "title": "Monitor agents in the dashboard", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/how-to-monitor-agents-dashboard?view=foundry" - }, - { - "title": "Trace agent overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/concepts/trace-agent-concept?view=foundry" + "href": "agents/how-to/metrics", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/metrics" }, - { - "title": "Set up tracing", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-setup?view=foundry" - }, - { - "title": "Tracing integrations", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-framework?view=foundry" - } - ], - "Agent tools & integration": [ { "title": "Tool catalog (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/tool-catalog?view=foundry" + "href": "agents/concepts/tool-catalog", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-catalog" }, { "title": "Create a private tool catalog (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/private-tool-catalog?view=foundry" + "href": "agents/how-to/private-tool-catalog", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog" }, { "title": "Tool best practices", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/tool-best-practice?view=foundry" + "href": "agents/concepts/tool-best-practice", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice" }, { "title": "Tool governance", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/governance?view=foundry" - }, - { - "title": "Quickstart - Talk to a voice agent", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/voice-live-agents-quickstart?view=foundry" - }, - { - "title": "How to build a voice agent", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/how-to-voice-agent-integration?view=foundry" + "href": "agents/how-to/tools/governance", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance" }, { "title": "Code interpreter", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/code-interpreter?view=foundry" + "href": "agents/how-to/tools/code-interpreter", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter" }, { "title": "Custom code interpreter (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/custom-code-interpreter?view=foundry" + "href": "agents/how-to/tools/custom-code-interpreter", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter" }, { "title": "Browser automation (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/browser-automation?view=foundry" + "href": "agents/how-to/tools/browser-automation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation" }, { "title": "Computer Use (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/computer-use?view=foundry" + "href": "agents/how-to/tools/computer-use", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use" }, { "title": "Image generation (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/image-generation?view=foundry" + "href": "agents/how-to/tools/image-generation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation" }, { "title": "What is memory?", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/what-is-memory?view=foundry" + "href": "agents/concepts/what-is-memory", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-memory" }, { "title": "Create and use memory", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/memory-usage?view=foundry" - }, - { - "title": "Retrieval Augmented Generation (RAG) overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/retrieval-augmented-generation?view=foundry" + "href": "agents/how-to/memory-usage", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage" }, { "title": "Azure AI Search", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/ai-search?view=foundry" + "href": "agents/how-to/tools/ai-search", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search" }, { "title": "File search", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/file-search?view=foundry" + "href": "agents/how-to/tools/file-search", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search" }, { "title": "Vector stores for file search", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/vector-stores?view=foundry" + "href": "agents/concepts/vector-stores", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores" }, { "title": "SharePoint (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/sharepoint?view=foundry" + "href": "agents/how-to/tools/sharepoint", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint" }, { "title": "Web search overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/web-overview?view=foundry" + "href": "agents/how-to/tools/web-overview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview" }, { "title": "Web search tool (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/web-search?view=foundry" + "href": "agents/how-to/tools/web-search", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search" }, { "title": "Grounding with Bing tools", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/bing-tools?view=foundry" + "href": "agents/how-to/tools/bing-tools", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools" }, { "title": "Fabric data agent (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/fabric?view=foundry" + "href": "agents/how-to/tools/fabric", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric" }, { "title": "What is Foundry IQ?", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/what-is-foundry-iq?view=foundry" + "href": "agents/concepts/what-is-foundry-iq", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-foundry-iq" }, { "title": "FAQ", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/foundry-iq-faq?view=foundry" + "href": "agents/concepts/foundry-iq-faq", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/foundry-iq-faq" }, { "title": "Connect knowledge base to agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/foundry-iq-connect?view=foundry" + "href": "agents/how-to/foundry-iq-connect", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect" }, { "title": "Azure Speech in Foundry Tools", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/azure-ai-speech?view=foundry" + "href": "agents/how-to/tools/azure-ai-speech", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech" }, { - "title": "Azure Language tools and agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/concepts/foundry-tools-agents?context=/azure/foundry/context/context?view=foundry" + "title": "Connect to MCP server", + "href": "agents/how-to/tools/model-context-protocol", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol" }, { - "title": "Try CLU multi-turn conversations", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/conversational-language-understanding/how-to/quickstart-multi-turn-conversations?context=/azure/foundry/context/context?view=foundry" + "title": "MCP authentication", + "href": "agents/how-to/mcp-authentication", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication" }, { - "title": "Detect Personally Identifiable Information (PII)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/personally-identifiable-information/quickstart?context=/azure/foundry/context/context?view=foundry" + "title": "Agent2Agent (A2A) tool (preview)", + "href": "agents/how-to/tools/agent-to-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent" }, { - "title": "Try Azure Language detection", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/language-detection/quickstart?context=/azure/foundry/context/context?view=foundry" + "title": "Agent2Agent (A2A) authentication (preview)", + "href": "agents/concepts/agent-to-agent-authentication", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication" }, { - "title": "Azure text translation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/translator/text-translation/overview?context=/azure/foundry/context/context?view=foundry" + "title": "OpenAPI tool", + "href": "agents/how-to/tools/openapi", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi" }, { - "title": "Azure document translation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/translator/document-translation/overview?context=/azure/foundry/context/context?view=foundry" + "title": "Function calling", + "href": "agents/how-to/tools/function-calling", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling" }, { - "title": "Connect to MCP server", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/model-context-protocol?view=foundry" + "title": "Govern MCP tools by using an AI gateway", + "href": "agents/how-to/tools/governance", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance" }, { - "title": "MCP authentication", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/mcp-authentication?view=foundry" + "title": "Use declarative agent workflows in the Visual Studio Code extension", + "href": "agents/how-to/vs-code-agents-workflow-low-code", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-low-code" }, { - "title": "Build your own MCP server", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/build-your-own-mcp-server?view=foundry" + "title": "Use hosted agent workflows in the Visual Studio Code extension", + "href": "agents/how-to/vs-code-agents-workflow-pro-code", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-pro-code" }, { - "title": "Agent2Agent (A2A) tool (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/agent-to-agent?view=foundry" + "title": "Set up your agent resources", + "href": "agents/environment-setup", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup" }, { - "title": "Agent2Agent (A2A) authentication (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/agent-to-agent-authentication?view=foundry" + "title": "Standard agent setup", + "href": "agents/concepts/standard-agent-setup", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup" }, { - "title": "OpenAPI tool", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/openapi?view=foundry" + "title": "Use your own Azure resources", + "href": "agents/how-to/use-your-own-resources", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources" }, { - "title": "Function calling", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/function-calling?view=foundry" - } - ], - "Model catalog": [ + "title": "Migrate agents", + "href": "agents/how-to/migrate", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate" + }, { - "title": "Foundry Models sold directly by Azure", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/models-sold-directly-by-azure?view=foundry" + "title": "Virtual networks", + "href": "agents/how-to/virtual-networks", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks" }, { - "title": "Foundry Models from partners and community", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/models-from-partners?view=foundry" + "title": "Use an AI Gateway", + "href": "agents/how-to/ai-gateway", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway" }, { - "title": "Model versions", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/model-versions?view=foundry" + "title": "Manage Grounding with Bing", + "href": "agents/how-to/manage-grounding-with-bing", + "url": "https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing" + } + ], + "Azure OpenAI": [ + { + "title": "System message design", + "href": "openai/concepts/advanced-prompt-engineering", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering" }, { - "title": "Marketplace configuration for partner models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-marketplace?view=foundry" + "title": "Safety system messages", + "href": "openai/concepts/system-message", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message" }, { - "title": "GPT-5 vs GPT-4.1", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/model-choice-guide?view=foundry" + "title": "Safety system message templates", + "href": "openai/concepts/safety-system-message-templates", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates" }, { "title": "Automatic model updates", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/working-with-models?view=foundry" + "href": "openai/how-to/working-with-models", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/working-with-models" }, { "title": "Legacy models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/legacy-models?view=foundry" + "href": "openai/concepts/legacy-models", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/legacy-models" }, { "title": "Overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/model-router?view=foundry" - }, - { - "title": "What's new", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/whats-new-model-router?view=foundry" + "href": "openai/concepts/model-router", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router" }, { "title": "Get started with model router", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/model-router?view=foundry" - }, - { - "title": "Responses API with Foundry Models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/generate-responses?view=foundry" + "href": "openai/how-to/model-router", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router" }, { "title": "Use blocklists", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/use-blocklists?view=foundry" + "href": "openai/how-to/use-blocklists", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/use-blocklists" }, { "title": "Image generation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/dall-e?view=foundry" + "href": "openai/how-to/dall-e", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e" }, { "title": "Video generation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/video-generation?view=foundry" + "href": "openai/concepts/video-generation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation" }, { "title": "Vision-enabled chats", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/gpt-with-vision?view=foundry" + "href": "openai/how-to/gpt-with-vision", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision" }, { "title": "Image prompt engineering techniques", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/gpt-4-v-prompt-engineering?view=foundry" + "href": "openai/concepts/gpt-4-v-prompt-engineering", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering" }, { "title": "Realtime API for speech and audio", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio?view=foundry" + "href": "openai/how-to/realtime-audio", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio" }, { "title": "Realtime API for speech and audio quickstart", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio.md#quickstart?view=foundry" + "href": "openai/how-to/realtime-audio#quickstart", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio#quickstart" }, { "title": "Realtime API via WebRTC", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-webrtc?view=foundry" + "href": "openai/how-to/realtime-audio-webrtc", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc" }, { "title": "Realtime API via WebSockets", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-websockets?view=foundry" + "href": "openai/how-to/realtime-audio-websockets", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets" }, { "title": "Realtime API via SIP", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-sip?view=foundry" + "href": "openai/how-to/realtime-audio-sip", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip" }, { "title": "Realtime API migration from Preview to GA", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-preview-api-migration-guide?view=foundry" + "href": "openai/how-to/realtime-audio-preview-api-migration-guide", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide" }, { "title": "Speech to text with Whisper", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/whisper-quickstart?view=foundry" - } - ], - "Model capabilities": [ - { - "title": "Deploy Foundry Models in the portal", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/deploy-foundry-models?view=foundry" - }, - { - "title": "Deploy Foundry Models using code", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/create-model-deployments?view=foundry" - }, - { - "title": "Deployment types", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/deployment-types?view=foundry" - }, - { - "title": "Upgrade GitHub Models to Foundry Models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/quickstart-github-models?view=foundry" + "href": "openai/whisper-quickstart", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart" }, { "title": "Azure OpenAI in Foundry Models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/supported-languages?view=foundry" - }, - { - "title": "Claude in Foundry Models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/use-foundry-models-claude?view=foundry" + "href": "openai/supported-languages", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages" }, { "title": "Priority processing", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/priority-processing?view=foundry" + "href": "openai/concepts/priority-processing", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing" }, { "title": "Provisioned Throughput offering (PTU)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/provisioned-throughput?view=foundry" + "href": "openai/concepts/provisioned-throughput", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput" }, { "title": "Understanding and calculating PTU costs", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/provisioned-throughput-onboarding?view=foundry" + "href": "openai/how-to/provisioned-throughput-onboarding", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-onboarding" }, { "title": "Get started with Provisioned Deployments", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/provisioned-get-started?view=foundry" + "href": "openai/how-to/provisioned-get-started", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started" }, { "title": "Provisioned spillover", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/spillover-traffic-management?view=foundry" + "href": "openai/how-to/spillover-traffic-management", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management" }, { "title": "Chat completions API", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/chatgpt?view=foundry" + "href": "openai/how-to/chatgpt", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt" }, { "title": "Responses API", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/responses?view=foundry" + "href": "openai/how-to/responses", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses" }, { "title": "Reasoning models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/reasoning?view=foundry" + "href": "openai/how-to/reasoning", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reasoning" }, { "title": "Batch processing", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/batch?view=foundry" + "href": "openai/how-to/batch", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch" }, { "title": "Deep research", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deep-research?view=foundry" + "href": "openai/how-to/deep-research", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research" }, { "title": "Function calling", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/function-calling?view=foundry" + "href": "openai/how-to/function-calling", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling" }, { "title": "Structured outputs", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/structured-outputs?view=foundry" + "href": "openai/how-to/structured-outputs", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs" }, { "title": "JSON mode", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/json-mode?view=foundry" + "href": "openai/how-to/json-mode", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode" }, { "title": "Web search", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/web-search?view=foundry" + "href": "openai/how-to/web-search", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search" }, { "title": "Predicted outputs", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/predicted-outputs?view=foundry" + "href": "openai/how-to/predicted-outputs", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs" }, { "title": "Prompt caching", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/prompt-caching?view=foundry" + "href": "openai/how-to/prompt-caching", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/prompt-caching" }, { "title": "Embeddings", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/embeddings?view=foundry" + "href": "openai/how-to/embeddings", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/embeddings" }, { "title": "Embeddings tutorial", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/tutorials/embeddings?view=foundry" + "href": "openai/tutorials/embeddings", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/tutorials/embeddings" }, { "title": "Audio generation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/audio-completions-quickstart?view=foundry" - }, - { - "title": "Speech to text", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/get-started-speech-to-text.md?context=/azure/foundry/context/context?view=foundry" - }, - { - "title": "Text to speech", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/get-started-text-to-speech.md?context=/azure/foundry/context/context?view=foundry" - }, - { - "title": "Text to speech avatar", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/text-to-speech-avatar/batch-synthesis-avatar.md?context=/azure/foundry/context/context?view=foundry" - }, - { - "title": "Voice Live", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/voice-live-quickstart.md?context=/azure/foundry/context/context?view=foundry" + "href": "openai/audio-completions-quickstart", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart" }, { "title": "Vision-enabled chats", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/gpt-with-vision?view=foundry" + "href": "openai/how-to/gpt-with-vision", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision" }, { "title": "Image prompt engineering techniques", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/gpt-4-v-prompt-engineering?view=foundry" + "href": "openai/concepts/gpt-4-v-prompt-engineering", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering" }, { "title": "Image prompt transformation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-transformation?view=foundry" + "href": "openai/concepts/prompt-transformation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-transformation" }, { "title": "Video generation (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/video-generation?view=foundry" - }, - { - "title": "Video translation (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/video-translation-get-started.md?context=/azure/foundry/context/context?view=foundry" + "href": "openai/concepts/video-generation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation" }, { "title": "Codex", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/codex?view=foundry" + "href": "openai/how-to/codex", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex" }, { "title": "Webhooks", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/webhooks?view=foundry" - }, - { - "title": "Playgrounds and quick evaluation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/concept-playgrounds?view=foundry" - }, - { - "title": "Model leaderboards", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/model-benchmarks?view=foundry" - }, - { - "title": "Compare models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/benchmark-model-in-catalog?view=foundry" + "href": "openai/how-to/webhooks", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks" }, - { - "title": "Upgrade/Switch Models with Ask AI", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/optimization-model-upgrade?view=foundry" - } - ], - "Fine-tuning": [ { "title": "When to use fine-tuning", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/fine-tuning-considerations?view=foundry" + "href": "openai/concepts/fine-tuning-considerations", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/fine-tuning-considerations" }, { "title": "Fine-tune models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning?view=foundry" + "href": "openai/how-to/fine-tuning", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning" }, { "title": "Deploy your fine-tuned model", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-deploy?view=foundry" - }, - { - "title": "Synthetic Data Generation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/fine-tuning/data-generation?view=foundry" + "href": "openai/how-to/fine-tuning-deploy", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy" }, { "title": "Vision fine-tuning", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-vision?view=foundry" + "href": "openai/how-to/fine-tuning-vision", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision" }, { "title": "Preference fine-tuning", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-direct-preference-optimization?view=foundry" + "href": "openai/how-to/fine-tuning-direct-preference-optimization", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization" }, { "title": "Reinforcement fine-tuning", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/reinforcement-fine-tuning?view=foundry" + "href": "openai/how-to/reinforcement-fine-tuning", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning" }, { "title": "Tool calling", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-functions?view=foundry" + "href": "openai/how-to/fine-tuning-functions", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions" }, { "title": "Safety evaluation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-safety-evaluation?view=foundry" + "href": "openai/how-to/fine-tuning-safety-evaluation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation" }, { "title": "Fine-tuning cost management", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-cost-management?view=foundry" - } - ], - "Manage agents, models, & tools": [ - { - "title": "What is the Foundry control plane?", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/overview?view=foundry" + "href": "openai/how-to/fine-tuning-cost-management", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management" }, { - "title": "Govern MCP tools by using an AI gateway", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/governance?view=foundry" + "title": "API lifecycle", + "href": "openai/api-version-lifecycle", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle" }, { - "title": "Monitor fleet health and performance", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/monitoring-across-fleet?view=foundry" + "title": "Dataplane SDK language support", + "href": "openai/supported-languages", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages" }, { - "title": "Manage agents at scale", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-manage-agents?view=foundry" + "title": "v1 API", + "href": "openai/latest", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest" }, { - "title": "Register and manage custom agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/register-custom-agent?view=foundry" + "title": "Chat", + "href": "openai/latest#create-chat-completion", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-chat-completion" }, { - "title": "Enforce token limits", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-enforce-limits-models?view=foundry" + "title": "Embeddings", + "href": "openai/latest#create-embedding", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-embedding" }, { - "title": "Apply a guardrail policy for models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/quickstart-create-guardrail-policy?view=foundry" + "title": "Evals (preview)", + "href": "openai/latest#list-evals", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-evals" }, { - "title": "Optimize cost and performance", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-optimize-cost-performance?view=foundry" + "title": "Files", + "href": "openai/latest#create-file", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-file" }, { - "title": "Manage compliance and security", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-manage-compliance-security?view=foundry" + "title": "Fine-tuning", + "href": "openai/latest#create-fine-tuning-job", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-fine-tuning-job" }, { - "title": "Configure an AI gateway", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/configuration/enable-ai-api-management-gateway-portal?view=foundry" - } - ], - "Observability, evaluation, & tracing": [ - { - "title": "Observability overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/observability?view=foundry" + "title": "Models", + "href": "openai/latest#list-models", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-models" }, { - "title": "Rate limits, region support, and enterprise features", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-regions-limits-virtual-network?view=foundry" + "title": "Responses", + "href": "openai/latest#create-response", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-response" }, { - "title": "Transparency Note for safety evaluations", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/safety-evaluations-transparency-note?view=foundry" + "title": "Vector stores", + "href": "openai/latest#list-vector-stores", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-vector-stores" }, { - "title": "Built-in evaluators reference", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/built-in-evaluators?view=foundry" + "title": "2024-10-21 API reference", + "href": "openai/reference", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/reference" }, { - "title": "General purpose evaluators", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/general-purpose-evaluators?view=foundry" + "title": "v1 Preview API", + "href": "openai/reference-preview-latest", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest" }, { - "title": "Textual similarity evaluators", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/textual-similarity-evaluators?view=foundry" + "title": "2025-04-01-preview - Authoring", + "href": "openai/authoring-reference-preview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/authoring-reference-preview" }, { - "title": "Retrieval Augmented Generation (RAG) evaluators", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/rag-evaluators?view=foundry" + "title": "2025-04-01-preview - Inference", + "href": "openai/reference-preview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview" }, { - "title": "Risk and safety evaluators", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/risk-safety-evaluators?view=foundry" + "title": "Azure OpenAI monitoring data reference", + "href": "openai/monitor-openai-reference", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference" }, { - "title": "Agent evaluators", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/agent-evaluators?view=foundry" + "title": "Audio events reference", + "href": "openai/realtime-audio-reference", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference" }, { - "title": "Azure OpenAI evaluators", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/azure-openai-graders?view=foundry" + "title": "Harm categories and severity levels", + "href": "openai/concepts/content-filter-severity-levels", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-severity-levels" }, { - "title": "Custom evaluators", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/custom-evaluators?view=foundry" + "title": "Prompt shields", + "href": "openai/concepts/content-filter-prompt-shields", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields" }, { - "title": "Evaluate your AI agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/evaluate-agent?view=foundry" + "title": "Sensitive data leakage", + "href": "openai/concepts/content-filter-personal-information", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-personal-information" }, { - "title": "Run evaluations from the SDK", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/cloud-evaluation?view=foundry" + "title": "Groundedness detection", + "href": "openai/concepts/content-filter-groundedness", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness" }, { - "title": "Run evaluations from the portal", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluate-generative-ai-app?view=foundry" + "title": "Protected material for text", + "href": "openai/concepts/content-filter-protected-material", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-protected-material" }, { - "title": "View evaluation results in the portal", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluate-results?view=foundry" + "title": "Default safety policies", + "href": "openai/concepts/default-safety-policies", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies" }, { - "title": "Evaluation Cluster Analysis", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/cluster-analysis?view=foundry" + "title": "Safety system messages", + "href": "openai/concepts/safety-system-message-templates", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates" }, { - "title": "Human evaluation for agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/human-evaluation?view=foundry" + "title": "Content streaming", + "href": "openai/concepts/content-streaming", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming" }, { - "title": "AI red teaming agent overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/ai-red-teaming-agent?view=foundry" + "title": "Abuse monitoring", + "href": "openai/concepts/abuse-monitoring", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/abuse-monitoring" }, { - "title": "Run red teaming scans in the cloud", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/run-ai-red-teaming-cloud?view=foundry" + "title": "Prompt engineering techniques", + "href": "openai/concepts/prompt-engineering", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-engineering" }, { - "title": "Run red teaming scans locally", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent?view=foundry" + "title": "Performance & latency", + "href": "openai/how-to/latency", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/latency" }, { - "title": "Evaluation in GitHub Actions", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluation-github-action?view=foundry" + "title": "Red teaming large language models (LLMs)", + "href": "openai/concepts/red-teaming", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/red-teaming" }, { - "title": "Evaluation in Azure DevOps", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluation-azure-devops?view=foundry" + "title": "Azure OpenAI quotas and limits", + "href": "openai/quotas-limits", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits" }, + { + "title": "Azure OpenAI model retirement", + "href": "openai/concepts/model-retirements", + "url": "https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements" + } + ], + "Observability & Evaluation": [ { "title": "Monitor agents in the dashboard", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/how-to-monitor-agents-dashboard?view=foundry" + "href": "observability/how-to/how-to-monitor-agents-dashboard", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard" }, { - "title": "Monitoring dashboard insights with Foundry agent", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/optimization-dashboard?view=foundry" + "title": "Trace agent overview", + "href": "observability/concepts/trace-agent-concept", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept" }, { - "title": "Monitor model deployments", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/monitor-models?view=foundry" + "title": "Set up tracing", + "href": "observability/how-to/trace-agent-setup", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup" }, { - "title": "Agent tracing overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/concepts/trace-agent-concept?view=foundry" + "title": "Tracing integrations", + "href": "observability/how-to/trace-agent-framework", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework" }, { - "title": "Set up tracing", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-setup?view=foundry" + "title": "Upgrade/Switch Models with Ask AI", + "href": "observability/how-to/optimization-model-upgrade", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-model-upgrade" }, { - "title": "Tracing integrations", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-framework?view=foundry" - } - ], - "Developer experience": [ + "title": "Evaluate your AI agents", + "href": "observability/how-to/evaluate-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent" + }, { - "title": "Set up your developer environment", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/install-cli-sdk?view=foundry" + "title": "Evaluation Cluster Analysis", + "href": "observability/how-to/cluster-analysis", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cluster-analysis" }, { - "title": "Work in VS Code", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/get-started-projects-vs-code?view=foundry" + "title": "Human evaluation for agents", + "href": "observability/how-to/human-evaluation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation" }, { - "title": "Configure Claude Code with Microsoft Foundry", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-claude-code?view=foundry" + "title": "Monitor agents in the dashboard", + "href": "observability/how-to/how-to-monitor-agents-dashboard", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard" }, { - "title": "Start with an AI template", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/ai-template-get-started?view=foundry" + "title": "Monitoring dashboard insights with Foundry agent", + "href": "observability/how-to/optimization-dashboard", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-dashboard" }, { - "title": "Playgrounds and quick evaluation", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/concept-playgrounds?view=foundry" + "title": "Agent tracing overview", + "href": "observability/concepts/trace-agent-concept", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept" }, { - "title": "Use declarative agent workflows in the Visual Studio Code extension", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/vs-code-agents-workflow-low-code?view=foundry" + "title": "Set up tracing", + "href": "observability/how-to/trace-agent-setup", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup" }, { - "title": "Use hosted agent workflows in the Visual Studio Code extension", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/vs-code-agents-workflow-pro-code?view=foundry" + "title": "Tracing integrations", + "href": "observability/how-to/trace-agent-framework", + "url": "https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework" + } + ], + "Model Context Protocol": [ + { + "title": "Build your own MCP server", + "href": "mcp/build-your-own-mcp-server", + "url": "https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server" }, { "title": "Get started with Foundry MCP Server", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/get-started?view=foundry" + "href": "mcp/get-started", + "url": "https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started" }, { "title": "Best practices and security guidance", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/security-best-practices?view=foundry" + "href": "mcp/security-best-practices", + "url": "https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices" }, { "title": "Available tools and sample prompts", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/available-tools?view=foundry" + "href": "mcp/available-tools", + "url": "https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools" } ], - "API & SDK": [ + "Foundry Models": [ { - "title": "Microsoft Foundry SDKs", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/sdk-overview?view=foundry" - }, - { - "title": "Endpoints for Foundry Models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/endpoints?view=foundry" + "title": "Foundry Models sold directly by Azure", + "href": "foundry-models/concepts/models-sold-directly-by-azure", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure" }, { - "title": "C#", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/dotnet/api/overview/azure/ai.projects-readme?view=foundry" + "title": "Foundry Models from partners and community", + "href": "foundry-models/concepts/models-from-partners", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners" }, { - "title": "JavaScript", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/javascript/api/overview/azure/ai-projects-readme?view=azure-node-preview?view=foundry" + "title": "Model versions", + "href": "foundry-models/concepts/model-versions", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions" }, { - "title": "Python", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/python/api/overview/azure/ai-projects-readme?view=azure-python-preview?view=foundry" + "title": "Marketplace configuration for partner models", + "href": "foundry-models/how-to/configure-marketplace", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-marketplace" }, { - "title": "REST API", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-project?view=foundry" + "title": "GPT-5 vs GPT-4.1", + "href": "foundry-models/how-to/model-choice-guide", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/model-choice-guide" }, { - "title": "REST API (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-project-rest-preview?view=foundry" + "title": "What's new", + "href": "foundry-models/whats-new-model-router", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/whats-new-model-router" }, { - "title": "API lifecycle", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/api-version-lifecycle?view=foundry" + "title": "Responses API with Foundry Models", + "href": "foundry-models/how-to/generate-responses", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses" }, { - "title": "Dataplane SDK language support", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/supported-languages?view=foundry" + "title": "Deploy Foundry Models in the portal", + "href": "foundry-models/how-to/deploy-foundry-models", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/deploy-foundry-models" }, { - "title": "v1 API", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest?view=foundry" + "title": "Deploy Foundry Models using code", + "href": "foundry-models/how-to/create-model-deployments", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments" }, { - "title": "Chat", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-chat-completion?view=foundry" + "title": "Deployment types", + "href": "foundry-models/concepts/deployment-types", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types" }, { - "title": "Embeddings", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-embedding?view=foundry" + "title": "Upgrade GitHub Models to Foundry Models", + "href": "foundry-models/how-to/quickstart-github-models", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models" }, { - "title": "Evals (preview)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-evals?view=foundry" + "title": "Claude in Foundry Models", + "href": "foundry-models/how-to/use-foundry-models-claude", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude" }, { - "title": "Files", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-file?view=foundry" + "title": "Monitor model deployments", + "href": "foundry-models/how-to/monitor-models", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models" }, { - "title": "Fine-tuning", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-fine-tuning-job?view=foundry" + "title": "Configure Claude Code with Microsoft Foundry", + "href": "foundry-models/how-to/configure-claude-code", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code" }, { - "title": "Models", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-models?view=foundry" + "title": "Endpoints for Foundry Models", + "href": "foundry-models/concepts/endpoints", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/endpoints" }, { - "title": "Responses", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-response?view=foundry" + "title": "Get started with DeepSeek-R1 reasoning model", + "href": "foundry-models/tutorials/get-started-deepseek-r1", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1" }, { - "title": "Vector stores", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-vector-stores?view=foundry" + "title": "Foundry Models quotas and limits", + "href": "foundry-models/quotas-limits", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits" }, { - "title": "2024-10-21 API reference", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference?view=foundry" - }, + "title": "Configure keyless authentication", + "href": "foundry-models/how-to/configure-entra-id", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id" + } + ], + "How-To Guides": [ { - "title": "v1 Preview API", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference-preview-latest?view=foundry" + "title": "Compare models", + "href": "how-to/benchmark-model-in-catalog", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog" }, { - "title": "2025-04-01-preview - Authoring", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/authoring-reference-preview?view=foundry" + "title": "Run evaluations from the SDK", + "href": "how-to/develop/cloud-evaluation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/cloud-evaluation" }, { - "title": "2025-04-01-preview - Inference", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference-preview?view=foundry" + "title": "Run evaluations from the portal", + "href": "how-to/evaluate-generative-ai-app", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app" }, { - "title": "REST API (resource creation & deployment)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/rest/api/aiservices/accountmanagement/deployments/create-or-update?tabs=HTTP?view=foundry" + "title": "View evaluation results in the portal", + "href": "how-to/evaluate-results", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results" }, { - "title": "Azure OpenAI monitoring data reference", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/monitor-openai-reference?view=foundry" + "title": "Run red teaming scans in the cloud", + "href": "how-to/develop/run-ai-red-teaming-cloud", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud" }, { - "title": "Audio events reference", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/realtime-audio-reference?view=foundry" + "title": "Run red teaming scans locally", + "href": "how-to/develop/run-scans-ai-red-teaming-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent" }, { - "title": "Foundry Tools SDKs", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/reference/sdk-package-resources.md?context=/azure/foundry/context/context?view=foundry" + "title": "Evaluation in GitHub Actions", + "href": "how-to/evaluation-github-action", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action" }, { - "title": "Foundry Tools REST APIs", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/reference/rest-api-resources.md?context=/azure/foundry/context/context?view=foundry" + "title": "Evaluation in Azure DevOps", + "href": "how-to/evaluation-azure-devops", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops" }, { - "title": "Azure Resource Manager/Bicep/Terraform", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/templates/microsoft.cognitiveservices/accounts?pivots=deployment-language-bicep?view=foundry" + "title": "Set up your developer environment", + "href": "how-to/develop/install-cli-sdk", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/install-cli-sdk" }, { - "title": "Azure CLI", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/cli/azure/cognitiveservices?view=azure-cli-latest?view=foundry" - } - ], - "Guardrails and controls": [ - { - "title": "Overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/guardrails-overview?view=foundry" + "title": "Work in VS Code", + "href": "how-to/develop/get-started-projects-vs-code", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/get-started-projects-vs-code" }, { - "title": "How to configure Guardrails and controls", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/how-to-create-guardrails?view=foundry" + "title": "Start with an AI template", + "href": "how-to/develop/ai-template-get-started", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/ai-template-get-started" }, { - "title": "Third party Guardrail integrations", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/third-party-integrations?view=foundry" + "title": "Microsoft Foundry SDKs", + "href": "how-to/develop/sdk-overview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview" }, { - "title": "Harm categories and severity levels", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-severity-levels?view=foundry" + "title": "Integrate with your applications", + "href": "how-to/integrate-with-other-apps", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps" }, { - "title": "Prompt shields", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-prompt-shields?view=foundry" + "title": "Create resources using Bicep template", + "href": "how-to/create-resource-template", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-template" }, { - "title": "Sensitive data leakage", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-personal-information?view=foundry" + "title": "Manage resources using Terraform", + "href": "how-to/create-resource-terraform", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform" }, { - "title": "Groundedness detection", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-groundedness?view=foundry" + "title": "Upgrade from Azure OpenAI Service", + "href": "how-to/upgrade-azure-openai", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai" }, { - "title": "Protected material for code", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/quickstart-protected-material-code?view=foundry" + "title": "Migrate from Azure AI Inference SDK to OpenAI SDK", + "href": "how-to/model-inference-to-openai-migration", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration" }, { - "title": "Protected material for text", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-protected-material?view=foundry" + "title": "Create and manage projects", + "href": "how-to/create-projects", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/create-projects" }, { - "title": "Block lists", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/quickstart-blocklist?view=foundry" + "title": "Create a connection", + "href": "how-to/connections-add", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add" }, { - "title": "Custom categories", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/concepts/custom-categories.md?context=/azure/foundry/context/context?view=foundry" + "title": "Connect to your own storage in Foundry", + "href": "how-to/bring-your-own-azure-storage-foundry", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry" }, { - "title": "Intervention points", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/intervention-points?view=foundry" + "title": "Connect to your own storage for Speech/Language", + "href": "how-to/bring-your-own-azure-storage-speech-language-services", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services" }, { - "title": "Default safety policies", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/default-safety-policies?view=foundry" + "title": "Manage quotas for Foundry resources", + "href": "how-to/quota", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/quota" }, { - "title": "Safety system messages", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/safety-system-message-templates?view=foundry" + "title": "Hide preview features with Azure tags", + "href": "how-to/disable-preview-features", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features" }, { - "title": "Content streaming", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-streaming?view=foundry" + "title": "Configure private link", + "href": "how-to/configure-private-link", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link" }, { - "title": "Abuse monitoring", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/abuse-monitoring?view=foundry" - } - ], - "Responsible AI": [ - { - "title": "Responsible AI overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-use-of-ai-overview?view=foundry" + "title": "Managed virtual network", + "href": "how-to/managed-virtual-network", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network" }, { - "title": "Limited access", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/cognitive-services-limited-access?view=foundry" + "title": "Network security perimeter", + "href": "how-to/add-foundry-to-network-security-perimeter", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter" }, { - "title": "Overview", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/overview?view=foundry" + "title": "Store secrets in your Azure Key Vault", + "href": "how-to/set-up-key-vault-connection", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection" }, { - "title": "Limited access", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/limited-access?view=foundry" + "title": "Built-in policy for model deployment", + "href": "how-to/model-deployment-policy", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy" }, { - "title": "Code of conduct", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/legal/ai-code-of-conduct?view=foundry" + "title": "Create custom policy definitions", + "href": "how-to/custom-policy-definition", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition" }, { - "title": "Data, privacy, and security", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/data-privacy?view=foundry" + "title": "High availability and resiliency", + "href": "how-to/high-availability-resiliency", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency" }, { - "title": "Customer Copyright Commitment", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/customer-copyright-commitment?view=foundry" + "title": "Disaster recovery for agent services", + "href": "how-to/agent-service-disaster-recovery", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery" }, { - "title": "Transparency note", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/agents/transparency-note?view=foundry" + "title": "Disaster recovery from a platform outage", + "href": "how-to/agent-service-platform-disaster-recovery", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery" }, { - "title": "Data, privacy, and security for agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/agents/data-privacy-security?view=foundry" + "title": "Disaster recovery from resource and data loss", + "href": "how-to/agent-service-operator-disaster-recovery", + "url": "https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery" } ], - "Best practices": [ - { - "title": "Get started with DeepSeek-R1 reasoning model", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/tutorials/get-started-deepseek-r1?view=foundry" - }, - { - "title": "Prompt engineering techniques", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-engineering?view=foundry" - }, - { - "title": "Performance & latency", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/latency?view=foundry" - }, - { - "title": "Integrate with your applications", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/integrate-with-other-apps?view=foundry" - }, + "Fine-tuning": [ { - "title": "Red teaming large language models (LLMs)", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/red-teaming?view=foundry" + "title": "Synthetic Data Generation", + "href": "fine-tuning/data-generation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation" } ], - "Setup & configure": [ - { - "title": "Plan rollout", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/planning?view=foundry" - }, - { - "title": "Create your first resource", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/multi-service-resource.md?context=/azure/foundry/context/context?view=foundry" - }, - { - "title": "Create resources using Bicep template", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-resource-template?view=foundry" - }, - { - "title": "Manage resources using Terraform", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-resource-terraform?view=foundry" - }, + "Control Plane": [ { - "title": "Recover or purge deleted resources", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/recover-purge-resources.md?context=/azure/foundry/context/context?view=foundry" - }, - { - "title": "Upgrade from Azure OpenAI Service", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/upgrade-azure-openai?view=foundry" - }, - { - "title": "Migrate from Azure AI Inference SDK to OpenAI SDK", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/model-inference-to-openai-migration?view=foundry" - }, - { - "title": "Create and manage projects", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-projects?view=foundry" - }, - { - "title": "Set up your agent resources", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/environment-setup?view=foundry" - }, - { - "title": "Standard agent setup", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/standard-agent-setup?view=foundry" - }, - { - "title": "Use your own Azure resources", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/use-your-own-resources?view=foundry" - }, - { - "title": "Migrate agents", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/migrate?view=foundry" - }, - { - "title": "Virtual networks", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/virtual-networks?view=foundry" - }, - { - "title": "Use an AI Gateway", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/ai-gateway?view=foundry" + "title": "What is the Foundry control plane?", + "href": "control-plane/overview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/overview" }, { - "title": "Create a connection", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/connections-add?view=foundry" + "title": "Monitor fleet health and performance", + "href": "control-plane/monitoring-across-fleet", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/monitoring-across-fleet" }, { - "title": "Connect to your own storage in Foundry", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/bring-your-own-azure-storage-foundry?view=foundry" + "title": "Manage agents at scale", + "href": "control-plane/how-to-manage-agents", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-agents" }, { - "title": "Connect to your own storage for Speech/Language", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/bring-your-own-azure-storage-speech-language-services?view=foundry" + "title": "Register and manage custom agents", + "href": "control-plane/register-custom-agent", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent" }, { - "title": "Manage Grounding with Bing", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/manage-grounding-with-bing?view=foundry" + "title": "Enforce token limits", + "href": "control-plane/how-to-enforce-limits-models", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models" }, { - "title": "Manage quotas for Foundry resources", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/quota?view=foundry" + "title": "Apply a guardrail policy for models", + "href": "control-plane/quickstart-create-guardrail-policy", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy" }, { - "title": "Foundry Models quotas and limits", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/quotas-limits?view=foundry" + "title": "Optimize cost and performance", + "href": "control-plane/how-to-optimize-cost-performance", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance" }, { - "title": "Azure OpenAI quotas and limits", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/quotas-limits?view=foundry" + "title": "Manage compliance and security", + "href": "control-plane/how-to-manage-compliance-security", + "url": "https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security" } ], - "Security & governance": [ - { - "title": "Authentication and authorization", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/authentication-authorization-foundry?view=foundry" - }, - { - "title": "Hide preview features with Azure tags", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/disable-preview-features?view=foundry" - }, - { - "title": "Disable preview features with role-based access control", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/disable-preview-features-with-rbac?view=foundry" - }, - { - "title": "Role-based access control", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/rbac-foundry?view=foundry" - }, + "Configuration": [ { - "title": "Configure keyless authentication", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-entra-id?view=foundry" - }, - { - "title": "Configure private link", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/configure-private-link?view=foundry" - }, - { - "title": "Managed virtual network", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/managed-virtual-network?view=foundry" - }, + "title": "Configure an AI gateway", + "href": "configuration/enable-ai-api-management-gateway-portal", + "url": "https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal" + } + ], + "General": [ { - "title": "Network security perimeter", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/add-foundry-to-network-security-perimeter?view=foundry" + "title": "C#", + "href": "/dotnet/api/overview/azure/ai.projects-readme", + "url": "https://learn.microsoft.com/dotnet/api/overview/azure/ai.projects-readme" }, { - "title": "Configure customer-managed keys", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/encryption-keys-portal?view=foundry" + "title": "JavaScript", + "href": "/javascript/api/overview/azure/ai-projects-readme?view=azure-node-preview", + "url": "https://learn.microsoft.com/javascript/api/overview/azure/ai-projects-readme?view=azure-node-preview" }, { - "title": "Store secrets in your Azure Key Vault", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/set-up-key-vault-connection?view=foundry" + "title": "Python", + "href": "/python/api/overview/azure/ai-projects-readme?view=azure-python-preview", + "url": "https://learn.microsoft.com/python/api/overview/azure/ai-projects-readme?view=azure-python-preview" }, { - "title": "Rotate API access keys", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/rotate-keys?context=/azure/foundry/context/context?view=foundry" + "title": "REST API (resource creation & deployment)", + "href": "/rest/api/aiservices/accountmanagement/deployments/create-or-update?tabs=HTTP", + "url": "https://learn.microsoft.com/rest/api/aiservices/accountmanagement/deployments/create-or-update?tabs=HTTP" }, { - "title": "Built-in policy definitions", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/policy-reference.md?context=/azure/foundry/context/context?view=foundry" + "title": "Azure Resource Manager/Bicep/Terraform", + "href": "/azure/templates/microsoft.cognitiveservices/accounts?pivots=deployment-language-bicep", + "url": "https://learn.microsoft.com/azure/templates/microsoft.cognitiveservices/accounts?pivots=deployment-language-bicep" }, { - "title": "Built-in policy for model deployment", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/model-deployment-policy?view=foundry" + "title": "Azure CLI", + "href": "/cli/azure/cognitiveservices?view=azure-cli-latest", + "url": "https://learn.microsoft.com/cli/azure/cognitiveservices?view=azure-cli-latest" }, { - "title": "Create custom policy definitions", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/custom-policy-definition?view=foundry" + "title": "Responsible AI overview", + "href": "responsible-use-of-ai-overview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-use-of-ai-overview" }, { - "title": "High availability and resiliency", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/high-availability-resiliency?view=foundry" + "title": "Code of conduct", + "href": "/legal/ai-code-of-conduct", + "url": "https://learn.microsoft.com/legal/ai-code-of-conduct" }, { - "title": "Disaster recovery for agent services", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-disaster-recovery?view=foundry" + "title": "Security baseline", + "href": "/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline", + "url": "https://learn.microsoft.com/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline" }, { - "title": "Disaster recovery from a platform outage", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-platform-disaster-recovery?view=foundry" + "title": "What's new in Microsoft Foundry", + "href": "whats-new-foundry", + "url": "https://learn.microsoft.com/en-us/azure/foundry/whats-new-foundry" }, { - "title": "Disaster recovery from resource and data loss", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-operator-disaster-recovery?view=foundry" + "title": "Status dashboard", + "href": "foundry-status-dashboard-documentation", + "url": "https://learn.microsoft.com/en-us/azure/foundry/foundry-status-dashboard-documentation" }, { - "title": "Plan and manage costs", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/manage-costs?view=foundry" - }, + "title": "Code of conduct", + "href": "/legal/ai-code-of-conduct", + "url": "https://learn.microsoft.com/legal/ai-code-of-conduct" + } + ], + "Reference": [ { - "title": "Security baseline", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline?view=foundry" + "title": "REST API", + "href": "reference/foundry-project", + "url": "https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project" }, { - "title": "Service architecture", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/architecture?view=foundry" + "title": "REST API (preview)", + "href": "reference/foundry-project-rest-preview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project-rest-preview" }, { - "title": "Data, privacy, and security for Foundry Models sold directly by Azure", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/data-privacy?view=foundry" + "title": "Known issues", + "href": "reference/foundry-known-issues", + "url": "https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues" }, { - "title": "Data, privacy, and security for Claude models in Microsoft Foundry", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/claude-models/data-privacy?view=foundry" + "title": "Feature availability by region", + "href": "reference/region-support", + "url": "https://learn.microsoft.com/en-us/azure/foundry/reference/region-support" } ], - "Operate & support": [ + "Guardrails & Safety": [ { - "title": "What's new in Microsoft Foundry", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/whats-new-foundry?view=foundry" + "title": "Overview", + "href": "guardrails/guardrails-overview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/guardrails/guardrails-overview" }, { - "title": "Status dashboard", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-status-dashboard-documentation?view=foundry" + "title": "How to configure Guardrails and controls", + "href": "guardrails/how-to-create-guardrails", + "url": "https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails" }, { - "title": "Use Microsoft Foundry with a screen reader", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/screen-reader?view=foundry" + "title": "Third party Guardrail integrations", + "href": "guardrails/third-party-integrations", + "url": "https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations" }, { - "title": "Known issues", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-known-issues?view=foundry" - }, + "title": "Intervention points", + "href": "guardrails/intervention-points", + "url": "https://learn.microsoft.com/en-us/azure/foundry/guardrails/intervention-points" + } + ], + "Responsible AI": [ { - "title": "Feature availability by region", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/reference/region-support?view=foundry" + "title": "Overview", + "href": "responsible-ai/openai/overview", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/overview" }, { - "title": "Region support", - "url": "https://azure.microsoft.com/explore/global-infrastructure/products-by-region/" + "title": "Transparency note", + "href": "responsible-ai/openai/transparency-note", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/transparency-note" }, { - "title": "Model lifecycle and retirement", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/model-lifecycle-retirement?view=foundry" + "title": "Limited access", + "href": "responsible-ai/openai/limited-access", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/limited-access" }, { - "title": "Azure OpenAI model retirement", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/model-retirements?view=foundry" + "title": "Data, privacy, and security", + "href": "responsible-ai/openai/data-privacy", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy" }, { - "title": "Code of conduct", - "url": "https://learn.microsoft.com/en-us/azure/ai-foundry/legal/ai-code-of-conduct?view=foundry" + "title": "Customer Copyright Commitment", + "href": "responsible-ai/openai/customer-copyright-commitment", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/customer-copyright-commitment" }, { - "title": "Compliance", - "url": "https://aka.ms/AzureCompliance" + "title": "Transparency note", + "href": "responsible-ai/agents/transparency-note", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/transparency-note" }, { - "title": "Service Level Agreement (SLA)", - "url": "https://www.microsoft.com/licensing/docs/view/Service-Level-Agreements-SLA-for-Online-Services" + "title": "Data, privacy, and security for agents", + "href": "responsible-ai/agents/data-privacy-security", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security" }, { - "title": "Azure updates", - "url": "https://azure.microsoft.com/updates/?filters=%5B%22Azure+AI+Foundry%22%5D#" + "title": "Data, privacy, and security for Foundry Models sold directly by Azure", + "href": "responsible-ai/openai/data-privacy", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy" }, { - "title": "Microsoft Foundry pricing", - "url": "https://azure.microsoft.com/pricing/details/ai-foundry/" + "title": "Data, privacy, and security for Claude models in Microsoft Foundry", + "href": "responsible-ai/claude-models/data-privacy", + "url": "https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy" } ] }, - "total_pages": 305, - "generated_at": "2026-03-02T03:56:57Z" + "total_pages": 278, + "generated_at": "2026-03-05T03:58:45Z" } \ No newline at end of file diff --git a/docs/llms-full.txt b/docs/llms-full.txt index d0c2424a..e77bbd90 100644 --- a/docs/llms-full.txt +++ b/docs/llms-full.txt @@ -6,6 +6,8 @@ **Portal**: https://ai.azure.com +**Documentation URL**: https://learn.microsoft.com/en-us/azure/foundry/ (updated from /azure/ai-foundry/) + **SDK Installation**: ```bash pip install azure-ai-projects azure-ai-agents azure-identity @@ -29,361 +31,331 @@ AZURE_AI_PROJECT_ENDPOINT=https://.services.ai.azure.com/api/projects/ AZURE_AI_MODEL_DEPLOYMENT_NAME=gpt-4o-mini ``` -## General - -- [What is Microsoft Foundry (new)?](https://learn.microsoft.com/en-us/azure/ai-foundry/what-is-foundry?view=foundry) - -## Get started - -- ["Quickstart: Create resources"](https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/quickstart-create-foundry-resources?view=foundry) -- ["Quickstart: Chat with an agent"](https://learn.microsoft.com/en-us/azure/ai-foundry/quickstarts/get-started-code?view=foundry) -- ["Tutorial: Idea to prototype"](https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/developer-journey-idea-to-prototype?view=foundry) -- [Ask AI](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/ask-ai?view=foundry) - -## Agent development - -- [Agent development overview](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/overview?view=foundry) -- [FAQ](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/faq?view=foundry) -- [Quotas, limits, models and region support](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/limits-quotas-regions?view=foundry) -- [Development lifecycle](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/development-lifecycle?view=foundry) -- [Agent runtime components](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/runtime-components?view=foundry) -- [Agent identity](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/agent-identity?view=foundry) -- [Hosted agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/hosted-agents?view=foundry) -- [Capability hosts](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/capability-hosts?view=foundry) -- [Create a workflow](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/workflow?view=foundry) -- [Quickstart - Deploy your first hosted agent](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/quickstarts/quickstart-hosted-agent?view=foundry) -- [Deploy a hosted agent](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/deploy-hosted-agent?view=foundry) -- [Manage hosted agent lifecycle](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/manage-hosted-agent?view=foundry) -- [System message design](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/advanced-prompt-engineering?view=foundry) -- [Safety system messages](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/system-message?view=foundry) -- [Safety system message templates](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/safety-system-message-templates?view=foundry) -- [Publish and share agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-agent?view=foundry) -- [Publish to Microsoft 365 Copilot and Teams](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-copilot?view=foundry) -- [Agent 365](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/agent-365?view=foundry) -- [Invoke your Agent Application using the Responses API protocol](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-responses?view=foundry) -- [Service monitoring](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/metrics?view=foundry) -- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/how-to-monitor-agents-dashboard?view=foundry) -- [Trace agent overview](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/concepts/trace-agent-concept?view=foundry) -- [Set up tracing](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-setup?view=foundry) -- [Tracing integrations](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-framework?view=foundry) - -## Agent tools & integration - -- [Tool catalog (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/tool-catalog?view=foundry) -- [Create a private tool catalog (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/private-tool-catalog?view=foundry) -- [Tool best practices](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/tool-best-practice?view=foundry) -- [Tool governance](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/governance?view=foundry) -- [Quickstart - Talk to a voice agent](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/voice-live-agents-quickstart?view=foundry) -- [How to build a voice agent](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/how-to-voice-agent-integration?view=foundry) -- [Code interpreter](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/code-interpreter?view=foundry) -- [Custom code interpreter (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/custom-code-interpreter?view=foundry) -- [Browser automation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/browser-automation?view=foundry) -- [Computer Use (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/computer-use?view=foundry) -- [Image generation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/image-generation?view=foundry) -- [What is memory?](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/what-is-memory?view=foundry) -- [Create and use memory](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/memory-usage?view=foundry) -- [Retrieval Augmented Generation (RAG) overview](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/retrieval-augmented-generation?view=foundry) -- [Azure AI Search](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/ai-search?view=foundry) -- [File search](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/file-search?view=foundry) -- [Vector stores for file search](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/vector-stores?view=foundry) -- [SharePoint (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/sharepoint?view=foundry) -- [Web search overview](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/web-overview?view=foundry) -- [Web search tool (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/web-search?view=foundry) -- [Grounding with Bing tools](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/bing-tools?view=foundry) -- [Fabric data agent (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/fabric?view=foundry) -- [What is Foundry IQ?](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/what-is-foundry-iq?view=foundry) -- [FAQ](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/foundry-iq-faq?view=foundry) -- [Connect knowledge base to agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/foundry-iq-connect?view=foundry) -- [Azure Speech in Foundry Tools](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/azure-ai-speech?view=foundry) -- [Azure Language tools and agents](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/concepts/foundry-tools-agents?context=/azure/foundry/context/context?view=foundry) -- [Try CLU multi-turn conversations](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/conversational-language-understanding/how-to/quickstart-multi-turn-conversations?context=/azure/foundry/context/context?view=foundry) -- [Detect Personally Identifiable Information (PII)](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/personally-identifiable-information/quickstart?context=/azure/foundry/context/context?view=foundry) -- [Try Azure Language detection](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/language-detection/quickstart?context=/azure/foundry/context/context?view=foundry) -- [Azure text translation](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/translator/text-translation/overview?context=/azure/foundry/context/context?view=foundry) -- [Azure document translation](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/translator/document-translation/overview?context=/azure/foundry/context/context?view=foundry) -- [Connect to MCP server](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/model-context-protocol?view=foundry) -- [MCP authentication](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/mcp-authentication?view=foundry) -- [Build your own MCP server](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/build-your-own-mcp-server?view=foundry) -- [Agent2Agent (A2A) tool (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/agent-to-agent?view=foundry) -- [Agent2Agent (A2A) authentication (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/agent-to-agent-authentication?view=foundry) -- [OpenAPI tool](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/openapi?view=foundry) -- [Function calling](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/function-calling?view=foundry) - -## Model catalog - -- [Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/models-sold-directly-by-azure?view=foundry) -- [Foundry Models from partners and community](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/models-from-partners?view=foundry) -- [Model versions](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/model-versions?view=foundry) -- [Marketplace configuration for partner models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-marketplace?view=foundry) -- [GPT-5 vs GPT-4.1](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/model-choice-guide?view=foundry) -- [Automatic model updates](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/working-with-models?view=foundry) -- [Legacy models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/legacy-models?view=foundry) -- [Overview](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/model-router?view=foundry) -- [What's new](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/whats-new-model-router?view=foundry) -- [Get started with model router](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/model-router?view=foundry) -- [Responses API with Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/generate-responses?view=foundry) -- [Use blocklists](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/use-blocklists?view=foundry) -- [Image generation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/dall-e?view=foundry) -- [Video generation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/video-generation?view=foundry) -- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/gpt-with-vision?view=foundry) -- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/gpt-4-v-prompt-engineering?view=foundry) -- [Realtime API for speech and audio](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio?view=foundry) -- [Realtime API for speech and audio quickstart](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio.md#quickstart?view=foundry) -- [Realtime API via WebRTC](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-webrtc?view=foundry) -- [Realtime API via WebSockets](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-websockets?view=foundry) -- [Realtime API via SIP](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-sip?view=foundry) -- [Realtime API migration from Preview to GA](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-preview-api-migration-guide?view=foundry) -- [Speech to text with Whisper](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/whisper-quickstart?view=foundry) - -## Model capabilities - -- [Deploy Foundry Models in the portal](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/deploy-foundry-models?view=foundry) -- [Deploy Foundry Models using code](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/create-model-deployments?view=foundry) -- [Deployment types](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/deployment-types?view=foundry) -- [Upgrade GitHub Models to Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/quickstart-github-models?view=foundry) -- [Azure OpenAI in Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/supported-languages?view=foundry) -- [Claude in Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/use-foundry-models-claude?view=foundry) -- [Priority processing](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/priority-processing?view=foundry) -- [Provisioned Throughput offering (PTU)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/provisioned-throughput?view=foundry) -- [Understanding and calculating PTU costs](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/provisioned-throughput-onboarding?view=foundry) -- [Get started with Provisioned Deployments](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/provisioned-get-started?view=foundry) -- [Provisioned spillover](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/spillover-traffic-management?view=foundry) -- [Chat completions API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/chatgpt?view=foundry) -- [Responses API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/responses?view=foundry) -- [Reasoning models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/reasoning?view=foundry) -- [Batch processing](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/batch?view=foundry) -- [Deep research](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deep-research?view=foundry) -- [Function calling](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/function-calling?view=foundry) -- [Structured outputs](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/structured-outputs?view=foundry) -- [JSON mode](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/json-mode?view=foundry) -- [Web search](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/web-search?view=foundry) -- [Predicted outputs](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/predicted-outputs?view=foundry) -- [Prompt caching](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/prompt-caching?view=foundry) -- [Embeddings](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/embeddings?view=foundry) -- [Embeddings tutorial](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/tutorials/embeddings?view=foundry) -- [Audio generation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/audio-completions-quickstart?view=foundry) -- [Speech to text](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/get-started-speech-to-text.md?context=/azure/foundry/context/context?view=foundry) -- [Text to speech](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/get-started-text-to-speech.md?context=/azure/foundry/context/context?view=foundry) -- [Text to speech avatar](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/text-to-speech-avatar/batch-synthesis-avatar.md?context=/azure/foundry/context/context?view=foundry) -- [Voice Live](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/voice-live-quickstart.md?context=/azure/foundry/context/context?view=foundry) -- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/gpt-with-vision?view=foundry) -- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/gpt-4-v-prompt-engineering?view=foundry) -- [Image prompt transformation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-transformation?view=foundry) -- [Video generation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/video-generation?view=foundry) -- [Video translation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/video-translation-get-started.md?context=/azure/foundry/context/context?view=foundry) -- [Codex](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/codex?view=foundry) -- [Webhooks](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/webhooks?view=foundry) -- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/concept-playgrounds?view=foundry) -- [Model leaderboards](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/model-benchmarks?view=foundry) -- [Compare models](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/benchmark-model-in-catalog?view=foundry) -- [Upgrade/Switch Models with Ask AI](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/optimization-model-upgrade?view=foundry) +## Overview + +- [What is Microsoft Foundry (new)?](https://learn.microsoft.com/en-us/azure/foundry/what-is-foundry) + +## Getting Started + +- [Quickstart: Create resources](https://learn.microsoft.com/en-us/azure/foundry/tutorials/quickstart-create-foundry-resources) +- [Quickstart: Chat with an agent](https://learn.microsoft.com/en-us/azure/foundry/quickstarts/get-started-code) +- [Tutorial: Idea to prototype](https://learn.microsoft.com/en-us/azure/foundry/tutorials/developer-journey-idea-to-prototype) +- [Use Microsoft Foundry with a screen reader](https://learn.microsoft.com/en-us/azure/foundry/tutorials/screen-reader) + +## Concepts + +- [Ask AI](https://learn.microsoft.com/en-us/azure/foundry/concepts/ask-ai) +- [Retrieval Augmented Generation (RAG) overview](https://learn.microsoft.com/en-us/azure/foundry/concepts/retrieval-augmented-generation) +- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/foundry/concepts/concept-playgrounds) +- [Model leaderboards](https://learn.microsoft.com/en-us/azure/foundry/concepts/model-benchmarks) +- [Observability overview](https://learn.microsoft.com/en-us/azure/foundry/concepts/observability) +- [Rate limits, region support, and enterprise features](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network) +- [Transparency Note for safety evaluations](https://learn.microsoft.com/en-us/azure/foundry/concepts/safety-evaluations-transparency-note) +- [Built-in evaluators reference](https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators) +- [General purpose evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/general-purpose-evaluators) +- [Textual similarity evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/textual-similarity-evaluators) +- [Retrieval Augmented Generation (RAG) evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/rag-evaluators) +- [Risk and safety evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/risk-safety-evaluators) +- [Agent evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators) +- [Azure OpenAI evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/azure-openai-graders) +- [Custom evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/custom-evaluators) +- [AI red teaming agent overview](https://learn.microsoft.com/en-us/azure/foundry/concepts/ai-red-teaming-agent) +- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/foundry/concepts/concept-playgrounds) +- [Plan rollout](https://learn.microsoft.com/en-us/azure/foundry/concepts/planning) +- [Authentication and authorization](https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry) +- [Disable preview features with role-based access control](https://learn.microsoft.com/en-us/azure/foundry/concepts/disable-preview-features-with-rbac) +- [Role-based access control](https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry) +- [Configure customer-managed keys](https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal) +- [Plan and manage costs](https://learn.microsoft.com/en-us/azure/foundry/concepts/manage-costs) +- [Service architecture](https://learn.microsoft.com/en-us/azure/foundry/concepts/architecture) +- [Model lifecycle and retirement](https://learn.microsoft.com/en-us/azure/foundry/concepts/model-lifecycle-retirement) + +## Agent Development + +- [Agent development overview](https://learn.microsoft.com/en-us/azure/foundry/agents/overview) +- [FAQ](https://learn.microsoft.com/en-us/azure/foundry/agents/faq) +- [Quotas, limits, models and region support](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions) +- [Development lifecycle](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/development-lifecycle) +- [Agent runtime components](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components) +- [Agent identity](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity) +- [Hosted agents](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agents) +- [Capability hosts](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts) +- [Create a workflow](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/workflow) +- [Quickstart - Deploy your first hosted agent](https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-hosted-agent) +- [Deploy a hosted agent](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent) +- [Manage hosted agent lifecycle](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent) +- [Publish and share agents](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-agent) +- [Publish to Microsoft 365 Copilot and Teams](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot) +- [Agent 365](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-365) +- [Invoke your Agent Application using the Responses API protocol](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-responses) +- [Service monitoring](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/metrics) +- [Tool catalog (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-catalog) +- [Create a private tool catalog (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog) +- [Tool best practices](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice) +- [Tool governance](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance) +- [Code interpreter](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter) +- [Custom code interpreter (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter) +- [Browser automation (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation) +- [Computer Use (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use) +- [Image generation (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation) +- [What is memory?](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-memory) +- [Create and use memory](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage) +- [Azure AI Search](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search) +- [File search](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search) +- [Vector stores for file search](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores) +- [SharePoint (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint) +- [Web search overview](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview) +- [Web search tool (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search) +- [Grounding with Bing tools](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools) +- [Fabric data agent (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric) +- [What is Foundry IQ?](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-foundry-iq) +- [FAQ](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/foundry-iq-faq) +- [Connect knowledge base to agents](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect) +- [Azure Speech in Foundry Tools](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech) +- [Connect to MCP server](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol) +- [MCP authentication](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication) +- [Agent2Agent (A2A) tool (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent) +- [Agent2Agent (A2A) authentication (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication) +- [OpenAPI tool](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi) +- [Function calling](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling) +- [Govern MCP tools by using an AI gateway](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance) +- [Use declarative agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-low-code) +- [Use hosted agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-pro-code) +- [Set up your agent resources](https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup) +- [Standard agent setup](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup) +- [Use your own Azure resources](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources) +- [Migrate agents](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate) +- [Virtual networks](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks) +- [Use an AI Gateway](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway) +- [Manage Grounding with Bing](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing) + +## Foundry Models + +- [Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure) +- [Foundry Models from partners and community](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners) +- [Model versions](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions) +- [Marketplace configuration for partner models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-marketplace) +- [GPT-5 vs GPT-4.1](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/model-choice-guide) +- [What's new](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/whats-new-model-router) +- [Responses API with Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses) +- [Deploy Foundry Models in the portal](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/deploy-foundry-models) +- [Deploy Foundry Models using code](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments) +- [Deployment types](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types) +- [Upgrade GitHub Models to Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models) +- [Claude in Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude) +- [Monitor model deployments](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models) +- [Configure Claude Code with Microsoft Foundry](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code) +- [Endpoints for Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/endpoints) +- [Get started with DeepSeek-R1 reasoning model](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1) +- [Foundry Models quotas and limits](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits) +- [Configure keyless authentication](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id) + +## Azure OpenAI + +- [System message design](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering) +- [Safety system messages](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message) +- [Safety system message templates](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates) +- [Automatic model updates](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/working-with-models) +- [Legacy models](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/legacy-models) +- [Overview](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router) +- [Get started with model router](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router) +- [Use blocklists](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/use-blocklists) +- [Image generation](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e) +- [Video generation](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation) +- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision) +- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering) +- [Realtime API for speech and audio](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio) +- [Realtime API for speech and audio quickstart](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio#quickstart) +- [Realtime API via WebRTC](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc) +- [Realtime API via WebSockets](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets) +- [Realtime API via SIP](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip) +- [Realtime API migration from Preview to GA](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide) +- [Speech to text with Whisper](https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart) +- [Azure OpenAI in Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages) +- [Priority processing](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing) +- [Provisioned Throughput offering (PTU)](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput) +- [Understanding and calculating PTU costs](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-onboarding) +- [Get started with Provisioned Deployments](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started) +- [Provisioned spillover](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management) +- [Chat completions API](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt) +- [Responses API](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses) +- [Reasoning models](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reasoning) +- [Batch processing](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch) +- [Deep research](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research) +- [Function calling](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling) +- [Structured outputs](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs) +- [JSON mode](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode) +- [Web search](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search) +- [Predicted outputs](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs) +- [Prompt caching](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/prompt-caching) +- [Embeddings](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/embeddings) +- [Embeddings tutorial](https://learn.microsoft.com/en-us/azure/foundry/openai/tutorials/embeddings) +- [Audio generation](https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart) +- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision) +- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering) +- [Image prompt transformation](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-transformation) +- [Video generation (preview)](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation) +- [Codex](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex) +- [Webhooks](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks) +- [When to use fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/fine-tuning-considerations) +- [Fine-tune models](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning) +- [Deploy your fine-tuned model](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy) +- [Vision fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision) +- [Preference fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization) +- [Reinforcement fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning) +- [Tool calling](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions) +- [Safety evaluation](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation) +- [Fine-tuning cost management](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management) +- [API lifecycle](https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle) +- [Dataplane SDK language support](https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages) +- [v1 API](https://learn.microsoft.com/en-us/azure/foundry/openai/latest) +- [Chat](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-chat-completion) +- [Embeddings](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-embedding) +- [Evals (preview)](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-evals) +- [Files](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-file) +- [Fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-fine-tuning-job) +- [Models](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-models) +- [Responses](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-response) +- [Vector stores](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-vector-stores) +- [2024-10-21 API reference](https://learn.microsoft.com/en-us/azure/foundry/openai/reference) +- [v1 Preview API](https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest) +- [2025-04-01-preview - Authoring](https://learn.microsoft.com/en-us/azure/foundry/openai/authoring-reference-preview) +- [2025-04-01-preview - Inference](https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview) +- [Azure OpenAI monitoring data reference](https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference) +- [Audio events reference](https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference) +- [Harm categories and severity levels](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-severity-levels) +- [Prompt shields](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields) +- [Sensitive data leakage](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-personal-information) +- [Groundedness detection](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness) +- [Protected material for text](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-protected-material) +- [Default safety policies](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies) +- [Safety system messages](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates) +- [Content streaming](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming) +- [Abuse monitoring](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/abuse-monitoring) +- [Prompt engineering techniques](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-engineering) +- [Performance & latency](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/latency) +- [Red teaming large language models (LLMs)](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/red-teaming) +- [Azure OpenAI quotas and limits](https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits) +- [Azure OpenAI model retirement](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements) + +## How-To Guides + +- [Compare models](https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog) +- [Run evaluations from the SDK](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/cloud-evaluation) +- [Run evaluations from the portal](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app) +- [View evaluation results in the portal](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results) +- [Run red teaming scans in the cloud](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud) +- [Run red teaming scans locally](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent) +- [Evaluation in GitHub Actions](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action) +- [Evaluation in Azure DevOps](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops) +- [Set up your developer environment](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/install-cli-sdk) +- [Work in VS Code](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/get-started-projects-vs-code) +- [Start with an AI template](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/ai-template-get-started) +- [Microsoft Foundry SDKs](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview) +- [Integrate with your applications](https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps) +- [Create resources using Bicep template](https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-template) +- [Manage resources using Terraform](https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform) +- [Upgrade from Azure OpenAI Service](https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai) +- [Migrate from Azure AI Inference SDK to OpenAI SDK](https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration) +- [Create and manage projects](https://learn.microsoft.com/en-us/azure/foundry/how-to/create-projects) +- [Create a connection](https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add) +- [Connect to your own storage in Foundry](https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry) +- [Connect to your own storage for Speech/Language](https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services) +- [Manage quotas for Foundry resources](https://learn.microsoft.com/en-us/azure/foundry/how-to/quota) +- [Hide preview features with Azure tags](https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features) +- [Configure private link](https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link) +- [Managed virtual network](https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network) +- [Network security perimeter](https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter) +- [Store secrets in your Azure Key Vault](https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection) +- [Built-in policy for model deployment](https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy) +- [Create custom policy definitions](https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition) +- [High availability and resiliency](https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency) +- [Disaster recovery for agent services](https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery) +- [Disaster recovery from a platform outage](https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery) +- [Disaster recovery from resource and data loss](https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery) + +## Observability & Evaluation + +- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard) +- [Trace agent overview](https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept) +- [Set up tracing](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup) +- [Tracing integrations](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework) +- [Upgrade/Switch Models with Ask AI](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-model-upgrade) +- [Evaluate your AI agents](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent) +- [Evaluation Cluster Analysis](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cluster-analysis) +- [Human evaluation for agents](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation) +- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard) +- [Monitoring dashboard insights with Foundry agent](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-dashboard) +- [Agent tracing overview](https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept) +- [Set up tracing](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup) +- [Tracing integrations](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework) ## Fine-tuning -- [When to use fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/fine-tuning-considerations?view=foundry) -- [Fine-tune models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning?view=foundry) -- [Deploy your fine-tuned model](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-deploy?view=foundry) -- [Synthetic Data Generation](https://learn.microsoft.com/en-us/azure/ai-foundry/fine-tuning/data-generation?view=foundry) -- [Vision fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-vision?view=foundry) -- [Preference fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-direct-preference-optimization?view=foundry) -- [Reinforcement fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/reinforcement-fine-tuning?view=foundry) -- [Tool calling](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-functions?view=foundry) -- [Safety evaluation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-safety-evaluation?view=foundry) -- [Fine-tuning cost management](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-cost-management?view=foundry) - -## Manage agents, models, & tools - -- [What is the Foundry control plane?](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/overview?view=foundry) -- [Govern MCP tools by using an AI gateway](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/governance?view=foundry) -- [Monitor fleet health and performance](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/monitoring-across-fleet?view=foundry) -- [Manage agents at scale](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-manage-agents?view=foundry) -- [Register and manage custom agents](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/register-custom-agent?view=foundry) -- [Enforce token limits](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-enforce-limits-models?view=foundry) -- [Apply a guardrail policy for models](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/quickstart-create-guardrail-policy?view=foundry) -- [Optimize cost and performance](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-optimize-cost-performance?view=foundry) -- [Manage compliance and security](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-manage-compliance-security?view=foundry) -- [Configure an AI gateway](https://learn.microsoft.com/en-us/azure/ai-foundry/configuration/enable-ai-api-management-gateway-portal?view=foundry) - -## Observability, evaluation, & tracing - -- [Observability overview](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/observability?view=foundry) -- [Rate limits, region support, and enterprise features](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-regions-limits-virtual-network?view=foundry) -- [Transparency Note for safety evaluations](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/safety-evaluations-transparency-note?view=foundry) -- [Built-in evaluators reference](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/built-in-evaluators?view=foundry) -- [General purpose evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/general-purpose-evaluators?view=foundry) -- [Textual similarity evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/textual-similarity-evaluators?view=foundry) -- [Retrieval Augmented Generation (RAG) evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/rag-evaluators?view=foundry) -- [Risk and safety evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/risk-safety-evaluators?view=foundry) -- [Agent evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/agent-evaluators?view=foundry) -- [Azure OpenAI evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/azure-openai-graders?view=foundry) -- [Custom evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/custom-evaluators?view=foundry) -- [Evaluate your AI agents](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/evaluate-agent?view=foundry) -- [Run evaluations from the SDK](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/cloud-evaluation?view=foundry) -- [Run evaluations from the portal](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluate-generative-ai-app?view=foundry) -- [View evaluation results in the portal](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluate-results?view=foundry) -- [Evaluation Cluster Analysis](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/cluster-analysis?view=foundry) -- [Human evaluation for agents](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/human-evaluation?view=foundry) -- [AI red teaming agent overview](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/ai-red-teaming-agent?view=foundry) -- [Run red teaming scans in the cloud](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/run-ai-red-teaming-cloud?view=foundry) -- [Run red teaming scans locally](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent?view=foundry) -- [Evaluation in GitHub Actions](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluation-github-action?view=foundry) -- [Evaluation in Azure DevOps](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluation-azure-devops?view=foundry) -- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/how-to-monitor-agents-dashboard?view=foundry) -- [Monitoring dashboard insights with Foundry agent](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/optimization-dashboard?view=foundry) -- [Monitor model deployments](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/monitor-models?view=foundry) -- [Agent tracing overview](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/concepts/trace-agent-concept?view=foundry) -- [Set up tracing](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-setup?view=foundry) -- [Tracing integrations](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-framework?view=foundry) - -## Developer experience - -- [Set up your developer environment](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/install-cli-sdk?view=foundry) -- [Work in VS Code](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/get-started-projects-vs-code?view=foundry) -- [Configure Claude Code with Microsoft Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-claude-code?view=foundry) -- [Start with an AI template](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/ai-template-get-started?view=foundry) -- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/concept-playgrounds?view=foundry) -- [Use declarative agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/vs-code-agents-workflow-low-code?view=foundry) -- [Use hosted agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/vs-code-agents-workflow-pro-code?view=foundry) -- [Get started with Foundry MCP Server](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/get-started?view=foundry) -- [Best practices and security guidance](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/security-best-practices?view=foundry) -- [Available tools and sample prompts](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/available-tools?view=foundry) - -## API & SDK - -- [Microsoft Foundry SDKs](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/sdk-overview?view=foundry) -- [Endpoints for Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/endpoints?view=foundry) -- [C#](https://learn.microsoft.com/en-us/azure/ai-foundry/dotnet/api/overview/azure/ai.projects-readme?view=foundry) -- [JavaScript](https://learn.microsoft.com/en-us/azure/ai-foundry/javascript/api/overview/azure/ai-projects-readme?view=azure-node-preview?view=foundry) -- [Python](https://learn.microsoft.com/en-us/azure/ai-foundry/python/api/overview/azure/ai-projects-readme?view=azure-python-preview?view=foundry) -- [REST API](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-project?view=foundry) -- [REST API (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-project-rest-preview?view=foundry) -- [API lifecycle](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/api-version-lifecycle?view=foundry) -- [Dataplane SDK language support](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/supported-languages?view=foundry) -- [v1 API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest?view=foundry) -- [Chat](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-chat-completion?view=foundry) -- [Embeddings](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-embedding?view=foundry) -- [Evals (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-evals?view=foundry) -- [Files](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-file?view=foundry) -- [Fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-fine-tuning-job?view=foundry) -- [Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-models?view=foundry) -- [Responses](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-response?view=foundry) -- [Vector stores](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-vector-stores?view=foundry) -- [2024-10-21 API reference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference?view=foundry) -- [v1 Preview API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference-preview-latest?view=foundry) -- [2025-04-01-preview - Authoring](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/authoring-reference-preview?view=foundry) -- [2025-04-01-preview - Inference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference-preview?view=foundry) -- [REST API (resource creation & deployment)](https://learn.microsoft.com/en-us/azure/ai-foundry/rest/api/aiservices/accountmanagement/deployments/create-or-update?tabs=HTTP?view=foundry) -- [Azure OpenAI monitoring data reference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/monitor-openai-reference?view=foundry) -- [Audio events reference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/realtime-audio-reference?view=foundry) -- [Foundry Tools SDKs](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/reference/sdk-package-resources.md?context=/azure/foundry/context/context?view=foundry) -- [Foundry Tools REST APIs](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/reference/rest-api-resources.md?context=/azure/foundry/context/context?view=foundry) -- [Azure Resource Manager/Bicep/Terraform](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/templates/microsoft.cognitiveservices/accounts?pivots=deployment-language-bicep?view=foundry) -- [Azure CLI](https://learn.microsoft.com/en-us/azure/ai-foundry/cli/azure/cognitiveservices?view=azure-cli-latest?view=foundry) - -## Guardrails and controls - -- [Overview](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/guardrails-overview?view=foundry) -- [How to configure Guardrails and controls](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/how-to-create-guardrails?view=foundry) -- [Third party Guardrail integrations](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/third-party-integrations?view=foundry) -- [Harm categories and severity levels](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-severity-levels?view=foundry) -- [Prompt shields](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-prompt-shields?view=foundry) -- [Sensitive data leakage](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-personal-information?view=foundry) -- [Groundedness detection](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-groundedness?view=foundry) -- [Protected material for code](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/quickstart-protected-material-code?view=foundry) -- [Protected material for text](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-protected-material?view=foundry) -- [Block lists](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/quickstart-blocklist?view=foundry) -- [Custom categories](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/concepts/custom-categories.md?context=/azure/foundry/context/context?view=foundry) -- [Intervention points](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/intervention-points?view=foundry) -- [Default safety policies](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/default-safety-policies?view=foundry) -- [Safety system messages](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/safety-system-message-templates?view=foundry) -- [Content streaming](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-streaming?view=foundry) -- [Abuse monitoring](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/abuse-monitoring?view=foundry) +- [Synthetic Data Generation](https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation) + +## Model Context Protocol + +- [Build your own MCP server](https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server) +- [Get started with Foundry MCP Server](https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started) +- [Best practices and security guidance](https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices) +- [Available tools and sample prompts](https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools) + +## Control Plane + +- [What is the Foundry control plane?](https://learn.microsoft.com/en-us/azure/foundry/control-plane/overview) +- [Monitor fleet health and performance](https://learn.microsoft.com/en-us/azure/foundry/control-plane/monitoring-across-fleet) +- [Manage agents at scale](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-agents) +- [Register and manage custom agents](https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent) +- [Enforce token limits](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models) +- [Apply a guardrail policy for models](https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy) +- [Optimize cost and performance](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance) +- [Manage compliance and security](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security) + +## Guardrails & Safety + +- [Overview](https://learn.microsoft.com/en-us/azure/foundry/guardrails/guardrails-overview) +- [How to configure Guardrails and controls](https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails) +- [Third party Guardrail integrations](https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations) +- [Intervention points](https://learn.microsoft.com/en-us/azure/foundry/guardrails/intervention-points) + +## Configuration + +- [Configure an AI gateway](https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal) ## Responsible AI -- [Responsible AI overview](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-use-of-ai-overview?view=foundry) -- [Limited access](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/cognitive-services-limited-access?view=foundry) -- [Overview](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/overview?view=foundry) -- [Limited access](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/limited-access?view=foundry) -- [Code of conduct](https://learn.microsoft.com/en-us/azure/ai-foundry/legal/ai-code-of-conduct?view=foundry) -- [Data, privacy, and security](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/data-privacy?view=foundry) -- [Customer Copyright Commitment](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/customer-copyright-commitment?view=foundry) -- [Transparency note](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/agents/transparency-note?view=foundry) -- [Data, privacy, and security for agents](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/agents/data-privacy-security?view=foundry) - -## Best practices - -- [Get started with DeepSeek-R1 reasoning model](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/tutorials/get-started-deepseek-r1?view=foundry) -- [Prompt engineering techniques](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-engineering?view=foundry) -- [Performance & latency](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/latency?view=foundry) -- [Integrate with your applications](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/integrate-with-other-apps?view=foundry) -- [Red teaming large language models (LLMs)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/red-teaming?view=foundry) - -## Setup & configure - -- [Plan rollout](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/planning?view=foundry) -- [Create your first resource](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/multi-service-resource.md?context=/azure/foundry/context/context?view=foundry) -- [Create resources using Bicep template](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-resource-template?view=foundry) -- [Manage resources using Terraform](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-resource-terraform?view=foundry) -- [Recover or purge deleted resources](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/recover-purge-resources.md?context=/azure/foundry/context/context?view=foundry) -- [Upgrade from Azure OpenAI Service](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/upgrade-azure-openai?view=foundry) -- [Migrate from Azure AI Inference SDK to OpenAI SDK](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/model-inference-to-openai-migration?view=foundry) -- [Create and manage projects](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-projects?view=foundry) -- [Set up your agent resources](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/environment-setup?view=foundry) -- [Standard agent setup](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/standard-agent-setup?view=foundry) -- [Use your own Azure resources](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/use-your-own-resources?view=foundry) -- [Migrate agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/migrate?view=foundry) -- [Virtual networks](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/virtual-networks?view=foundry) -- [Use an AI Gateway](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/ai-gateway?view=foundry) -- [Create a connection](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/connections-add?view=foundry) -- [Connect to your own storage in Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/bring-your-own-azure-storage-foundry?view=foundry) -- [Connect to your own storage for Speech/Language](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/bring-your-own-azure-storage-speech-language-services?view=foundry) -- [Manage Grounding with Bing](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/manage-grounding-with-bing?view=foundry) -- [Manage quotas for Foundry resources](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/quota?view=foundry) -- [Foundry Models quotas and limits](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/quotas-limits?view=foundry) -- [Azure OpenAI quotas and limits](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/quotas-limits?view=foundry) - -## Security & governance - -- [Authentication and authorization](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/authentication-authorization-foundry?view=foundry) -- [Hide preview features with Azure tags](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/disable-preview-features?view=foundry) -- [Disable preview features with role-based access control](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/disable-preview-features-with-rbac?view=foundry) -- [Role-based access control](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/rbac-foundry?view=foundry) -- [Configure keyless authentication](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-entra-id?view=foundry) -- [Configure private link](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/configure-private-link?view=foundry) -- [Managed virtual network](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/managed-virtual-network?view=foundry) -- [Network security perimeter](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/add-foundry-to-network-security-perimeter?view=foundry) -- [Configure customer-managed keys](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/encryption-keys-portal?view=foundry) -- [Store secrets in your Azure Key Vault](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/set-up-key-vault-connection?view=foundry) -- [Rotate API access keys](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/rotate-keys?context=/azure/foundry/context/context?view=foundry) -- [Built-in policy definitions](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/policy-reference.md?context=/azure/foundry/context/context?view=foundry) -- [Built-in policy for model deployment](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/model-deployment-policy?view=foundry) -- [Create custom policy definitions](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/custom-policy-definition?view=foundry) -- [High availability and resiliency](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/high-availability-resiliency?view=foundry) -- [Disaster recovery for agent services](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-disaster-recovery?view=foundry) -- [Disaster recovery from a platform outage](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-platform-disaster-recovery?view=foundry) -- [Disaster recovery from resource and data loss](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-operator-disaster-recovery?view=foundry) -- [Plan and manage costs](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/manage-costs?view=foundry) -- [Security baseline](https://learn.microsoft.com/en-us/azure/ai-foundry/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline?view=foundry) -- [Service architecture](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/architecture?view=foundry) -- [Data, privacy, and security for Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/data-privacy?view=foundry) -- [Data, privacy, and security for Claude models in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/claude-models/data-privacy?view=foundry) - -## Operate & support - -- [What's new in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/whats-new-foundry?view=foundry) -- [Status dashboard](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-status-dashboard-documentation?view=foundry) -- [Use Microsoft Foundry with a screen reader](https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/screen-reader?view=foundry) -- [Known issues](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-known-issues?view=foundry) -- [Feature availability by region](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/region-support?view=foundry) -- [Region support](https://azure.microsoft.com/explore/global-infrastructure/products-by-region/) -- [Model lifecycle and retirement](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/model-lifecycle-retirement?view=foundry) -- [Azure OpenAI model retirement](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/model-retirements?view=foundry) -- [Code of conduct](https://learn.microsoft.com/en-us/azure/ai-foundry/legal/ai-code-of-conduct?view=foundry) -- [Compliance](https://aka.ms/AzureCompliance) -- [Service Level Agreement (SLA)](https://www.microsoft.com/licensing/docs/view/Service-Level-Agreements-SLA-for-Online-Services) -- [Azure updates](https://azure.microsoft.com/updates/?filters=%5B%22Azure+AI+Foundry%22%5D#) -- [Microsoft Foundry pricing](https://azure.microsoft.com/pricing/details/ai-foundry/) +- [Overview](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/overview) +- [Transparency note](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/transparency-note) +- [Limited access](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/limited-access) +- [Data, privacy, and security](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy) +- [Customer Copyright Commitment](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/customer-copyright-commitment) +- [Transparency note](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/transparency-note) +- [Data, privacy, and security for agents](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security) +- [Data, privacy, and security for Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy) +- [Data, privacy, and security for Claude models in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy) + +## Reference + +- [REST API](https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project) +- [REST API (preview)](https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project-rest-preview) +- [Known issues](https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues) +- [Feature availability by region](https://learn.microsoft.com/en-us/azure/foundry/reference/region-support) + +## General + +- [C#](https://learn.microsoft.com/dotnet/api/overview/azure/ai.projects-readme) +- [JavaScript](https://learn.microsoft.com/javascript/api/overview/azure/ai-projects-readme?view=azure-node-preview) +- [Python](https://learn.microsoft.com/python/api/overview/azure/ai-projects-readme?view=azure-python-preview) +- [REST API (resource creation & deployment)](https://learn.microsoft.com/rest/api/aiservices/accountmanagement/deployments/create-or-update?tabs=HTTP) +- [Azure Resource Manager/Bicep/Terraform](https://learn.microsoft.com/azure/templates/microsoft.cognitiveservices/accounts?pivots=deployment-language-bicep) +- [Azure CLI](https://learn.microsoft.com/cli/azure/cognitiveservices?view=azure-cli-latest) +- [Responsible AI overview](https://learn.microsoft.com/en-us/azure/foundry/responsible-use-of-ai-overview) +- [Code of conduct](https://learn.microsoft.com/legal/ai-code-of-conduct) +- [Security baseline](https://learn.microsoft.com/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline) +- [What's new in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/foundry/whats-new-foundry) +- [Status dashboard](https://learn.microsoft.com/en-us/azure/foundry/foundry-status-dashboard-documentation) +- [Code of conduct](https://learn.microsoft.com/legal/ai-code-of-conduct) ## Optional diff --git a/docs/llms.txt b/docs/llms.txt index b4f5f845..c0492a55 100644 --- a/docs/llms.txt +++ b/docs/llms.txt @@ -8,363 +8,333 @@ Important information: - The platform supports two portal versions: Foundry (classic) and Foundry (new) - Foundry projects are the recommended project type for building agents and working with models - The Foundry SDK is available for Python, C#, JavaScript/TypeScript, and Java -- All URLs require `?view=foundry` parameter to access the new documentation +- Documentation is now at https://learn.microsoft.com/en-us/azure/foundry/ (URL updated from /azure/ai-foundry/) + +## Overview + +- [What is Microsoft Foundry (new)?](https://learn.microsoft.com/en-us/azure/foundry/what-is-foundry) + +## Getting Started + +- [Quickstart: Create resources](https://learn.microsoft.com/en-us/azure/foundry/tutorials/quickstart-create-foundry-resources) +- [Quickstart: Chat with an agent](https://learn.microsoft.com/en-us/azure/foundry/quickstarts/get-started-code) +- [Tutorial: Idea to prototype](https://learn.microsoft.com/en-us/azure/foundry/tutorials/developer-journey-idea-to-prototype) +- [Use Microsoft Foundry with a screen reader](https://learn.microsoft.com/en-us/azure/foundry/tutorials/screen-reader) + +## Concepts + +- [Ask AI](https://learn.microsoft.com/en-us/azure/foundry/concepts/ask-ai) +- [Retrieval Augmented Generation (RAG) overview](https://learn.microsoft.com/en-us/azure/foundry/concepts/retrieval-augmented-generation) +- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/foundry/concepts/concept-playgrounds) +- [Model leaderboards](https://learn.microsoft.com/en-us/azure/foundry/concepts/model-benchmarks) +- [Observability overview](https://learn.microsoft.com/en-us/azure/foundry/concepts/observability) +- [Rate limits, region support, and enterprise features](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-regions-limits-virtual-network) +- [Transparency Note for safety evaluations](https://learn.microsoft.com/en-us/azure/foundry/concepts/safety-evaluations-transparency-note) +- [Built-in evaluators reference](https://learn.microsoft.com/en-us/azure/foundry/concepts/built-in-evaluators) +- [General purpose evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/general-purpose-evaluators) +- [Textual similarity evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/textual-similarity-evaluators) +- [Retrieval Augmented Generation (RAG) evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/rag-evaluators) +- [Risk and safety evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/risk-safety-evaluators) +- [Agent evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/agent-evaluators) +- [Azure OpenAI evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/azure-openai-graders) +- [Custom evaluators](https://learn.microsoft.com/en-us/azure/foundry/concepts/evaluation-evaluators/custom-evaluators) +- [AI red teaming agent overview](https://learn.microsoft.com/en-us/azure/foundry/concepts/ai-red-teaming-agent) +- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/foundry/concepts/concept-playgrounds) +- [Plan rollout](https://learn.microsoft.com/en-us/azure/foundry/concepts/planning) +- [Authentication and authorization](https://learn.microsoft.com/en-us/azure/foundry/concepts/authentication-authorization-foundry) +- [Disable preview features with role-based access control](https://learn.microsoft.com/en-us/azure/foundry/concepts/disable-preview-features-with-rbac) +- [Role-based access control](https://learn.microsoft.com/en-us/azure/foundry/concepts/rbac-foundry) +- [Configure customer-managed keys](https://learn.microsoft.com/en-us/azure/foundry/concepts/encryption-keys-portal) +- [Plan and manage costs](https://learn.microsoft.com/en-us/azure/foundry/concepts/manage-costs) +- [Service architecture](https://learn.microsoft.com/en-us/azure/foundry/concepts/architecture) +- [Model lifecycle and retirement](https://learn.microsoft.com/en-us/azure/foundry/concepts/model-lifecycle-retirement) + +## Agent Development + +- [Agent development overview](https://learn.microsoft.com/en-us/azure/foundry/agents/overview) +- [FAQ](https://learn.microsoft.com/en-us/azure/foundry/agents/faq) +- [Quotas, limits, models and region support](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/limits-quotas-regions) +- [Development lifecycle](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/development-lifecycle) +- [Agent runtime components](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/runtime-components) +- [Agent identity](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-identity) +- [Hosted agents](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/hosted-agents) +- [Capability hosts](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/capability-hosts) +- [Create a workflow](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/workflow) +- [Quickstart - Deploy your first hosted agent](https://learn.microsoft.com/en-us/azure/foundry/agents/quickstarts/quickstart-hosted-agent) +- [Deploy a hosted agent](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/deploy-hosted-agent) +- [Manage hosted agent lifecycle](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-hosted-agent) +- [Publish and share agents](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-agent) +- [Publish to Microsoft 365 Copilot and Teams](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-copilot) +- [Agent 365](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/agent-365) +- [Invoke your Agent Application using the Responses API protocol](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/publish-responses) +- [Service monitoring](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/metrics) +- [Tool catalog (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-catalog) +- [Create a private tool catalog (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/private-tool-catalog) +- [Tool best practices](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/tool-best-practice) +- [Tool governance](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance) +- [Code interpreter](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/code-interpreter) +- [Custom code interpreter (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/custom-code-interpreter) +- [Browser automation (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/browser-automation) +- [Computer Use (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/computer-use) +- [Image generation (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/image-generation) +- [What is memory?](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-memory) +- [Create and use memory](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/memory-usage) +- [Azure AI Search](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/ai-search) +- [File search](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/file-search) +- [Vector stores for file search](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/vector-stores) +- [SharePoint (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/sharepoint) +- [Web search overview](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-overview) +- [Web search tool (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/web-search) +- [Grounding with Bing tools](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/bing-tools) +- [Fabric data agent (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/fabric) +- [What is Foundry IQ?](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/what-is-foundry-iq) +- [FAQ](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/foundry-iq-faq) +- [Connect knowledge base to agents](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/foundry-iq-connect) +- [Azure Speech in Foundry Tools](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/azure-ai-speech) +- [Connect to MCP server](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/model-context-protocol) +- [MCP authentication](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/mcp-authentication) +- [Agent2Agent (A2A) tool (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/agent-to-agent) +- [Agent2Agent (A2A) authentication (preview)](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/agent-to-agent-authentication) +- [OpenAPI tool](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/openapi) +- [Function calling](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/function-calling) +- [Govern MCP tools by using an AI gateway](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/tools/governance) +- [Use declarative agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-low-code) +- [Use hosted agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/vs-code-agents-workflow-pro-code) +- [Set up your agent resources](https://learn.microsoft.com/en-us/azure/foundry/agents/environment-setup) +- [Standard agent setup](https://learn.microsoft.com/en-us/azure/foundry/agents/concepts/standard-agent-setup) +- [Use your own Azure resources](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/use-your-own-resources) +- [Migrate agents](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/migrate) +- [Virtual networks](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/virtual-networks) +- [Use an AI Gateway](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/ai-gateway) +- [Manage Grounding with Bing](https://learn.microsoft.com/en-us/azure/foundry/agents/how-to/manage-grounding-with-bing) + +## Foundry Models + +- [Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-sold-directly-by-azure) +- [Foundry Models from partners and community](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/models-from-partners) +- [Model versions](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/model-versions) +- [Marketplace configuration for partner models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-marketplace) +- [GPT-5 vs GPT-4.1](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/model-choice-guide) +- [What's new](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/whats-new-model-router) +- [Responses API with Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/generate-responses) +- [Deploy Foundry Models in the portal](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/deploy-foundry-models) +- [Deploy Foundry Models using code](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/create-model-deployments) +- [Deployment types](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/deployment-types) +- [Upgrade GitHub Models to Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/quickstart-github-models) +- [Claude in Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/use-foundry-models-claude) +- [Monitor model deployments](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/monitor-models) +- [Configure Claude Code with Microsoft Foundry](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-claude-code) +- [Endpoints for Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/endpoints) +- [Get started with DeepSeek-R1 reasoning model](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/tutorials/get-started-deepseek-r1) +- [Foundry Models quotas and limits](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/quotas-limits) +- [Configure keyless authentication](https://learn.microsoft.com/en-us/azure/foundry/foundry-models/how-to/configure-entra-id) + +## Azure OpenAI + +- [System message design](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/advanced-prompt-engineering) +- [Safety system messages](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/system-message) +- [Safety system message templates](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates) +- [Automatic model updates](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/working-with-models) +- [Legacy models](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/legacy-models) +- [Overview](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-router) +- [Get started with model router](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/model-router) +- [Use blocklists](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/use-blocklists) +- [Image generation](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/dall-e) +- [Video generation](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation) +- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision) +- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering) +- [Realtime API for speech and audio](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio) +- [Realtime API for speech and audio quickstart](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio#quickstart) +- [Realtime API via WebRTC](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-webrtc) +- [Realtime API via WebSockets](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-websockets) +- [Realtime API via SIP](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-sip) +- [Realtime API migration from Preview to GA](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/realtime-audio-preview-api-migration-guide) +- [Speech to text with Whisper](https://learn.microsoft.com/en-us/azure/foundry/openai/whisper-quickstart) +- [Azure OpenAI in Foundry Models](https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages) +- [Priority processing](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/priority-processing) +- [Provisioned Throughput offering (PTU)](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/provisioned-throughput) +- [Understanding and calculating PTU costs](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-throughput-onboarding) +- [Get started with Provisioned Deployments](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/provisioned-get-started) +- [Provisioned spillover](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/spillover-traffic-management) +- [Chat completions API](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/chatgpt) +- [Responses API](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/responses) +- [Reasoning models](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reasoning) +- [Batch processing](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/batch) +- [Deep research](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/deep-research) +- [Function calling](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/function-calling) +- [Structured outputs](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/structured-outputs) +- [JSON mode](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/json-mode) +- [Web search](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/web-search) +- [Predicted outputs](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/predicted-outputs) +- [Prompt caching](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/prompt-caching) +- [Embeddings](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/embeddings) +- [Embeddings tutorial](https://learn.microsoft.com/en-us/azure/foundry/openai/tutorials/embeddings) +- [Audio generation](https://learn.microsoft.com/en-us/azure/foundry/openai/audio-completions-quickstart) +- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/gpt-with-vision) +- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/gpt-4-v-prompt-engineering) +- [Image prompt transformation](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-transformation) +- [Video generation (preview)](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/video-generation) +- [Codex](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/codex) +- [Webhooks](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/webhooks) +- [When to use fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/fine-tuning-considerations) +- [Fine-tune models](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning) +- [Deploy your fine-tuned model](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-deploy) +- [Vision fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-vision) +- [Preference fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-direct-preference-optimization) +- [Reinforcement fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/reinforcement-fine-tuning) +- [Tool calling](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-functions) +- [Safety evaluation](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-safety-evaluation) +- [Fine-tuning cost management](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/fine-tuning-cost-management) +- [API lifecycle](https://learn.microsoft.com/en-us/azure/foundry/openai/api-version-lifecycle) +- [Dataplane SDK language support](https://learn.microsoft.com/en-us/azure/foundry/openai/supported-languages) +- [v1 API](https://learn.microsoft.com/en-us/azure/foundry/openai/latest) +- [Chat](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-chat-completion) +- [Embeddings](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-embedding) +- [Evals (preview)](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-evals) +- [Files](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-file) +- [Fine-tuning](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-fine-tuning-job) +- [Models](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-models) +- [Responses](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#create-response) +- [Vector stores](https://learn.microsoft.com/en-us/azure/foundry/openai/latest#list-vector-stores) +- [2024-10-21 API reference](https://learn.microsoft.com/en-us/azure/foundry/openai/reference) +- [v1 Preview API](https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview-latest) +- [2025-04-01-preview - Authoring](https://learn.microsoft.com/en-us/azure/foundry/openai/authoring-reference-preview) +- [2025-04-01-preview - Inference](https://learn.microsoft.com/en-us/azure/foundry/openai/reference-preview) +- [Azure OpenAI monitoring data reference](https://learn.microsoft.com/en-us/azure/foundry/openai/monitor-openai-reference) +- [Audio events reference](https://learn.microsoft.com/en-us/azure/foundry/openai/realtime-audio-reference) +- [Harm categories and severity levels](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-severity-levels) +- [Prompt shields](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-prompt-shields) +- [Sensitive data leakage](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-personal-information) +- [Groundedness detection](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-groundedness) +- [Protected material for text](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-filter-protected-material) +- [Default safety policies](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/default-safety-policies) +- [Safety system messages](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/safety-system-message-templates) +- [Content streaming](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/content-streaming) +- [Abuse monitoring](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/abuse-monitoring) +- [Prompt engineering techniques](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/prompt-engineering) +- [Performance & latency](https://learn.microsoft.com/en-us/azure/foundry/openai/how-to/latency) +- [Red teaming large language models (LLMs)](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/red-teaming) +- [Azure OpenAI quotas and limits](https://learn.microsoft.com/en-us/azure/foundry/openai/quotas-limits) +- [Azure OpenAI model retirement](https://learn.microsoft.com/en-us/azure/foundry/openai/concepts/model-retirements) + +## How-To Guides + +- [Compare models](https://learn.microsoft.com/en-us/azure/foundry/how-to/benchmark-model-in-catalog) +- [Run evaluations from the SDK](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/cloud-evaluation) +- [Run evaluations from the portal](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-generative-ai-app) +- [View evaluation results in the portal](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluate-results) +- [Run red teaming scans in the cloud](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-ai-red-teaming-cloud) +- [Run red teaming scans locally](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/run-scans-ai-red-teaming-agent) +- [Evaluation in GitHub Actions](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-github-action) +- [Evaluation in Azure DevOps](https://learn.microsoft.com/en-us/azure/foundry/how-to/evaluation-azure-devops) +- [Set up your developer environment](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/install-cli-sdk) +- [Work in VS Code](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/get-started-projects-vs-code) +- [Start with an AI template](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/ai-template-get-started) +- [Microsoft Foundry SDKs](https://learn.microsoft.com/en-us/azure/foundry/how-to/develop/sdk-overview) +- [Integrate with your applications](https://learn.microsoft.com/en-us/azure/foundry/how-to/integrate-with-other-apps) +- [Create resources using Bicep template](https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-template) +- [Manage resources using Terraform](https://learn.microsoft.com/en-us/azure/foundry/how-to/create-resource-terraform) +- [Upgrade from Azure OpenAI Service](https://learn.microsoft.com/en-us/azure/foundry/how-to/upgrade-azure-openai) +- [Migrate from Azure AI Inference SDK to OpenAI SDK](https://learn.microsoft.com/en-us/azure/foundry/how-to/model-inference-to-openai-migration) +- [Create and manage projects](https://learn.microsoft.com/en-us/azure/foundry/how-to/create-projects) +- [Create a connection](https://learn.microsoft.com/en-us/azure/foundry/how-to/connections-add) +- [Connect to your own storage in Foundry](https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-foundry) +- [Connect to your own storage for Speech/Language](https://learn.microsoft.com/en-us/azure/foundry/how-to/bring-your-own-azure-storage-speech-language-services) +- [Manage quotas for Foundry resources](https://learn.microsoft.com/en-us/azure/foundry/how-to/quota) +- [Hide preview features with Azure tags](https://learn.microsoft.com/en-us/azure/foundry/how-to/disable-preview-features) +- [Configure private link](https://learn.microsoft.com/en-us/azure/foundry/how-to/configure-private-link) +- [Managed virtual network](https://learn.microsoft.com/en-us/azure/foundry/how-to/managed-virtual-network) +- [Network security perimeter](https://learn.microsoft.com/en-us/azure/foundry/how-to/add-foundry-to-network-security-perimeter) +- [Store secrets in your Azure Key Vault](https://learn.microsoft.com/en-us/azure/foundry/how-to/set-up-key-vault-connection) +- [Built-in policy for model deployment](https://learn.microsoft.com/en-us/azure/foundry/how-to/model-deployment-policy) +- [Create custom policy definitions](https://learn.microsoft.com/en-us/azure/foundry/how-to/custom-policy-definition) +- [High availability and resiliency](https://learn.microsoft.com/en-us/azure/foundry/how-to/high-availability-resiliency) +- [Disaster recovery for agent services](https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-disaster-recovery) +- [Disaster recovery from a platform outage](https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-platform-disaster-recovery) +- [Disaster recovery from resource and data loss](https://learn.microsoft.com/en-us/azure/foundry/how-to/agent-service-operator-disaster-recovery) + +## Observability & Evaluation + +- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard) +- [Trace agent overview](https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept) +- [Set up tracing](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup) +- [Tracing integrations](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework) +- [Upgrade/Switch Models with Ask AI](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-model-upgrade) +- [Evaluate your AI agents](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/evaluate-agent) +- [Evaluation Cluster Analysis](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/cluster-analysis) +- [Human evaluation for agents](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/human-evaluation) +- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/how-to-monitor-agents-dashboard) +- [Monitoring dashboard insights with Foundry agent](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/optimization-dashboard) +- [Agent tracing overview](https://learn.microsoft.com/en-us/azure/foundry/observability/concepts/trace-agent-concept) +- [Set up tracing](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-setup) +- [Tracing integrations](https://learn.microsoft.com/en-us/azure/foundry/observability/how-to/trace-agent-framework) -## General +## Fine-tuning -- [What is Microsoft Foundry (new)?](https://learn.microsoft.com/en-us/azure/ai-foundry/what-is-foundry?view=foundry) - -## Get started - -- ["Quickstart: Create resources"](https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/quickstart-create-foundry-resources?view=foundry) -- ["Quickstart: Chat with an agent"](https://learn.microsoft.com/en-us/azure/ai-foundry/quickstarts/get-started-code?view=foundry) -- ["Tutorial: Idea to prototype"](https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/developer-journey-idea-to-prototype?view=foundry) -- [Ask AI](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/ask-ai?view=foundry) - -## Agent development - -- [Agent development overview](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/overview?view=foundry) -- [FAQ](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/faq?view=foundry) -- [Quotas, limits, models and region support](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/limits-quotas-regions?view=foundry) -- [Development lifecycle](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/development-lifecycle?view=foundry) -- [Agent runtime components](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/runtime-components?view=foundry) -- [Agent identity](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/agent-identity?view=foundry) -- [Hosted agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/hosted-agents?view=foundry) -- [Capability hosts](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/capability-hosts?view=foundry) -- [Create a workflow](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/workflow?view=foundry) -- [Quickstart - Deploy your first hosted agent](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/quickstarts/quickstart-hosted-agent?view=foundry) -- [Deploy a hosted agent](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/deploy-hosted-agent?view=foundry) -- [Manage hosted agent lifecycle](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/manage-hosted-agent?view=foundry) -- [System message design](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/advanced-prompt-engineering?view=foundry) -- [Safety system messages](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/system-message?view=foundry) -- [Safety system message templates](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/safety-system-message-templates?view=foundry) -- [Publish and share agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-agent?view=foundry) -- [Publish to Microsoft 365 Copilot and Teams](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-copilot?view=foundry) -- [Agent 365](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/agent-365?view=foundry) -- [Invoke your Agent Application using the Responses API protocol](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/publish-responses?view=foundry) -- [Service monitoring](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/metrics?view=foundry) -- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/how-to-monitor-agents-dashboard?view=foundry) -- [Trace agent overview](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/concepts/trace-agent-concept?view=foundry) -- [Set up tracing](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-setup?view=foundry) -- [Tracing integrations](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-framework?view=foundry) - -## Agent tools & integration - -- [Tool catalog (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/tool-catalog?view=foundry) -- [Create a private tool catalog (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/private-tool-catalog?view=foundry) -- [Tool best practices](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/tool-best-practice?view=foundry) -- [Tool governance](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/governance?view=foundry) -- [Quickstart - Talk to a voice agent](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/voice-live-agents-quickstart?view=foundry) -- [How to build a voice agent](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/how-to-voice-agent-integration?view=foundry) -- [Code interpreter](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/code-interpreter?view=foundry) -- [Custom code interpreter (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/custom-code-interpreter?view=foundry) -- [Browser automation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/browser-automation?view=foundry) -- [Computer Use (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/computer-use?view=foundry) -- [Image generation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/image-generation?view=foundry) -- [What is memory?](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/what-is-memory?view=foundry) -- [Create and use memory](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/memory-usage?view=foundry) -- [Retrieval Augmented Generation (RAG) overview](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/retrieval-augmented-generation?view=foundry) -- [Azure AI Search](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/ai-search?view=foundry) -- [File search](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/file-search?view=foundry) -- [Vector stores for file search](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/vector-stores?view=foundry) -- [SharePoint (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/sharepoint?view=foundry) -- [Web search overview](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/web-overview?view=foundry) -- [Web search tool (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/web-search?view=foundry) -- [Grounding with Bing tools](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/bing-tools?view=foundry) -- [Fabric data agent (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/fabric?view=foundry) -- [What is Foundry IQ?](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/what-is-foundry-iq?view=foundry) -- [FAQ](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/foundry-iq-faq?view=foundry) -- [Connect knowledge base to agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/foundry-iq-connect?view=foundry) -- [Azure Speech in Foundry Tools](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/azure-ai-speech?view=foundry) -- [Azure Language tools and agents](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/concepts/foundry-tools-agents?context=/azure/foundry/context/context?view=foundry) -- [Try CLU multi-turn conversations](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/conversational-language-understanding/how-to/quickstart-multi-turn-conversations?context=/azure/foundry/context/context?view=foundry) -- [Detect Personally Identifiable Information (PII)](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/personally-identifiable-information/quickstart?context=/azure/foundry/context/context?view=foundry) -- [Try Azure Language detection](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/language-service/language-detection/quickstart?context=/azure/foundry/context/context?view=foundry) -- [Azure text translation](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/translator/text-translation/overview?context=/azure/foundry/context/context?view=foundry) -- [Azure document translation](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/translator/document-translation/overview?context=/azure/foundry/context/context?view=foundry) -- [Connect to MCP server](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/model-context-protocol?view=foundry) -- [MCP authentication](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/mcp-authentication?view=foundry) -- [Build your own MCP server](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/build-your-own-mcp-server?view=foundry) -- [Agent2Agent (A2A) tool (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/agent-to-agent?view=foundry) -- [Agent2Agent (A2A) authentication (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/agent-to-agent-authentication?view=foundry) -- [OpenAPI tool](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/openapi?view=foundry) -- [Function calling](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/function-calling?view=foundry) - -## Model catalog - -- [Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/models-sold-directly-by-azure?view=foundry) -- [Foundry Models from partners and community](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/models-from-partners?view=foundry) -- [Model versions](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/model-versions?view=foundry) -- [Marketplace configuration for partner models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-marketplace?view=foundry) -- [GPT-5 vs GPT-4.1](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/model-choice-guide?view=foundry) -- [Automatic model updates](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/working-with-models?view=foundry) -- [Legacy models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/legacy-models?view=foundry) -- [Overview](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/model-router?view=foundry) -- [What's new](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/whats-new-model-router?view=foundry) -- [Get started with model router](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/model-router?view=foundry) -- [Responses API with Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/generate-responses?view=foundry) -- [Use blocklists](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/use-blocklists?view=foundry) -- [Image generation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/dall-e?view=foundry) -- [Video generation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/video-generation?view=foundry) -- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/gpt-with-vision?view=foundry) -- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/gpt-4-v-prompt-engineering?view=foundry) -- [Realtime API for speech and audio](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio?view=foundry) -- [Realtime API for speech and audio quickstart](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio.md#quickstart?view=foundry) -- [Realtime API via WebRTC](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-webrtc?view=foundry) -- [Realtime API via WebSockets](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-websockets?view=foundry) -- [Realtime API via SIP](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-sip?view=foundry) -- [Realtime API migration from Preview to GA](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/realtime-audio-preview-api-migration-guide?view=foundry) -- [Speech to text with Whisper](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/whisper-quickstart?view=foundry) - -## Model capabilities - -- [Deploy Foundry Models in the portal](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/deploy-foundry-models?view=foundry) -- [Deploy Foundry Models using code](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/create-model-deployments?view=foundry) -- [Deployment types](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/deployment-types?view=foundry) -- [Upgrade GitHub Models to Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/quickstart-github-models?view=foundry) -- [Azure OpenAI in Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/supported-languages?view=foundry) -- [Claude in Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/use-foundry-models-claude?view=foundry) -- [Priority processing](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/priority-processing?view=foundry) -- [Provisioned Throughput offering (PTU)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/provisioned-throughput?view=foundry) -- [Understanding and calculating PTU costs](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/provisioned-throughput-onboarding?view=foundry) -- [Get started with Provisioned Deployments](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/provisioned-get-started?view=foundry) -- [Provisioned spillover](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/spillover-traffic-management?view=foundry) -- [Chat completions API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/chatgpt?view=foundry) -- [Responses API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/responses?view=foundry) -- [Reasoning models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/reasoning?view=foundry) -- [Batch processing](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/batch?view=foundry) -- [Deep research](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/deep-research?view=foundry) -- [Function calling](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/function-calling?view=foundry) -- [Structured outputs](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/structured-outputs?view=foundry) -- [JSON mode](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/json-mode?view=foundry) -- [Web search](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/web-search?view=foundry) -- [Predicted outputs](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/predicted-outputs?view=foundry) -- [Prompt caching](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/prompt-caching?view=foundry) -- [Embeddings](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/embeddings?view=foundry) -- [Embeddings tutorial](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/tutorials/embeddings?view=foundry) -- [Audio generation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/audio-completions-quickstart?view=foundry) -- [Speech to text](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/get-started-speech-to-text.md?context=/azure/foundry/context/context?view=foundry) -- [Text to speech](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/get-started-text-to-speech.md?context=/azure/foundry/context/context?view=foundry) -- [Text to speech avatar](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/text-to-speech-avatar/batch-synthesis-avatar.md?context=/azure/foundry/context/context?view=foundry) -- [Voice Live](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/voice-live-quickstart.md?context=/azure/foundry/context/context?view=foundry) -- [Vision-enabled chats](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/gpt-with-vision?view=foundry) -- [Image prompt engineering techniques](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/gpt-4-v-prompt-engineering?view=foundry) -- [Image prompt transformation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-transformation?view=foundry) -- [Video generation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/video-generation?view=foundry) -- [Video translation (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/speech-service/video-translation-get-started.md?context=/azure/foundry/context/context?view=foundry) -- [Codex](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/codex?view=foundry) -- [Webhooks](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/webhooks?view=foundry) -- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/concept-playgrounds?view=foundry) -- [Model leaderboards](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/model-benchmarks?view=foundry) -- [Compare models](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/benchmark-model-in-catalog?view=foundry) -- [Upgrade/Switch Models with Ask AI](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/optimization-model-upgrade?view=foundry) +- [Synthetic Data Generation](https://learn.microsoft.com/en-us/azure/foundry/fine-tuning/data-generation) -## Fine-tuning +## Model Context Protocol + +- [Build your own MCP server](https://learn.microsoft.com/en-us/azure/foundry/mcp/build-your-own-mcp-server) +- [Get started with Foundry MCP Server](https://learn.microsoft.com/en-us/azure/foundry/mcp/get-started) +- [Best practices and security guidance](https://learn.microsoft.com/en-us/azure/foundry/mcp/security-best-practices) +- [Available tools and sample prompts](https://learn.microsoft.com/en-us/azure/foundry/mcp/available-tools) + +## Control Plane + +- [What is the Foundry control plane?](https://learn.microsoft.com/en-us/azure/foundry/control-plane/overview) +- [Monitor fleet health and performance](https://learn.microsoft.com/en-us/azure/foundry/control-plane/monitoring-across-fleet) +- [Manage agents at scale](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-agents) +- [Register and manage custom agents](https://learn.microsoft.com/en-us/azure/foundry/control-plane/register-custom-agent) +- [Enforce token limits](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-enforce-limits-models) +- [Apply a guardrail policy for models](https://learn.microsoft.com/en-us/azure/foundry/control-plane/quickstart-create-guardrail-policy) +- [Optimize cost and performance](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-optimize-cost-performance) +- [Manage compliance and security](https://learn.microsoft.com/en-us/azure/foundry/control-plane/how-to-manage-compliance-security) + +## Guardrails & Safety -- [When to use fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/fine-tuning-considerations?view=foundry) -- [Fine-tune models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning?view=foundry) -- [Deploy your fine-tuned model](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-deploy?view=foundry) -- [Synthetic Data Generation](https://learn.microsoft.com/en-us/azure/ai-foundry/fine-tuning/data-generation?view=foundry) -- [Vision fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-vision?view=foundry) -- [Preference fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-direct-preference-optimization?view=foundry) -- [Reinforcement fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/reinforcement-fine-tuning?view=foundry) -- [Tool calling](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-functions?view=foundry) -- [Safety evaluation](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-safety-evaluation?view=foundry) -- [Fine-tuning cost management](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/fine-tuning-cost-management?view=foundry) - -## Manage agents, models, & tools - -- [What is the Foundry control plane?](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/overview?view=foundry) -- [Govern MCP tools by using an AI gateway](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/tools/governance?view=foundry) -- [Monitor fleet health and performance](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/monitoring-across-fleet?view=foundry) -- [Manage agents at scale](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-manage-agents?view=foundry) -- [Register and manage custom agents](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/register-custom-agent?view=foundry) -- [Enforce token limits](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-enforce-limits-models?view=foundry) -- [Apply a guardrail policy for models](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/quickstart-create-guardrail-policy?view=foundry) -- [Optimize cost and performance](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-optimize-cost-performance?view=foundry) -- [Manage compliance and security](https://learn.microsoft.com/en-us/azure/ai-foundry/control-plane/how-to-manage-compliance-security?view=foundry) -- [Configure an AI gateway](https://learn.microsoft.com/en-us/azure/ai-foundry/configuration/enable-ai-api-management-gateway-portal?view=foundry) - -## Observability, evaluation, & tracing - -- [Observability overview](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/observability?view=foundry) -- [Rate limits, region support, and enterprise features](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-regions-limits-virtual-network?view=foundry) -- [Transparency Note for safety evaluations](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/safety-evaluations-transparency-note?view=foundry) -- [Built-in evaluators reference](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/built-in-evaluators?view=foundry) -- [General purpose evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/general-purpose-evaluators?view=foundry) -- [Textual similarity evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/textual-similarity-evaluators?view=foundry) -- [Retrieval Augmented Generation (RAG) evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/rag-evaluators?view=foundry) -- [Risk and safety evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/risk-safety-evaluators?view=foundry) -- [Agent evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/agent-evaluators?view=foundry) -- [Azure OpenAI evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/azure-openai-graders?view=foundry) -- [Custom evaluators](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/evaluation-evaluators/custom-evaluators?view=foundry) -- [Evaluate your AI agents](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/evaluate-agent?view=foundry) -- [Run evaluations from the SDK](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/cloud-evaluation?view=foundry) -- [Run evaluations from the portal](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluate-generative-ai-app?view=foundry) -- [View evaluation results in the portal](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluate-results?view=foundry) -- [Evaluation Cluster Analysis](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/cluster-analysis?view=foundry) -- [Human evaluation for agents](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/human-evaluation?view=foundry) -- [AI red teaming agent overview](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/ai-red-teaming-agent?view=foundry) -- [Run red teaming scans in the cloud](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/run-ai-red-teaming-cloud?view=foundry) -- [Run red teaming scans locally](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/run-scans-ai-red-teaming-agent?view=foundry) -- [Evaluation in GitHub Actions](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluation-github-action?view=foundry) -- [Evaluation in Azure DevOps](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/evaluation-azure-devops?view=foundry) -- [Monitor agents in the dashboard](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/how-to-monitor-agents-dashboard?view=foundry) -- [Monitoring dashboard insights with Foundry agent](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/optimization-dashboard?view=foundry) -- [Monitor model deployments](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/monitor-models?view=foundry) -- [Agent tracing overview](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/concepts/trace-agent-concept?view=foundry) -- [Set up tracing](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-setup?view=foundry) -- [Tracing integrations](https://learn.microsoft.com/en-us/azure/ai-foundry/observability/how-to/trace-agent-framework?view=foundry) - -## Developer experience - -- [Set up your developer environment](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/install-cli-sdk?view=foundry) -- [Work in VS Code](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/get-started-projects-vs-code?view=foundry) -- [Configure Claude Code with Microsoft Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-claude-code?view=foundry) -- [Start with an AI template](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/ai-template-get-started?view=foundry) -- [Playgrounds and quick evaluation](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/concept-playgrounds?view=foundry) -- [Use declarative agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/vs-code-agents-workflow-low-code?view=foundry) -- [Use hosted agent workflows in the Visual Studio Code extension](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/vs-code-agents-workflow-pro-code?view=foundry) -- [Get started with Foundry MCP Server](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/get-started?view=foundry) -- [Best practices and security guidance](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/security-best-practices?view=foundry) -- [Available tools and sample prompts](https://learn.microsoft.com/en-us/azure/ai-foundry/mcp/available-tools?view=foundry) - -## API & SDK - -- [Microsoft Foundry SDKs](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/develop/sdk-overview?view=foundry) -- [Endpoints for Foundry Models](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/concepts/endpoints?view=foundry) -- [C#](https://learn.microsoft.com/en-us/azure/ai-foundry/dotnet/api/overview/azure/ai.projects-readme?view=foundry) -- [JavaScript](https://learn.microsoft.com/en-us/azure/ai-foundry/javascript/api/overview/azure/ai-projects-readme?view=azure-node-preview?view=foundry) -- [Python](https://learn.microsoft.com/en-us/azure/ai-foundry/python/api/overview/azure/ai-projects-readme?view=azure-python-preview?view=foundry) -- [REST API](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-project?view=foundry) -- [REST API (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-project-rest-preview?view=foundry) -- [API lifecycle](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/api-version-lifecycle?view=foundry) -- [Dataplane SDK language support](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/supported-languages?view=foundry) -- [v1 API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest?view=foundry) -- [Chat](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-chat-completion?view=foundry) -- [Embeddings](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-embedding?view=foundry) -- [Evals (preview)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-evals?view=foundry) -- [Files](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-file?view=foundry) -- [Fine-tuning](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-fine-tuning-job?view=foundry) -- [Models](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-models?view=foundry) -- [Responses](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#create-response?view=foundry) -- [Vector stores](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/latest.md#list-vector-stores?view=foundry) -- [2024-10-21 API reference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference?view=foundry) -- [v1 Preview API](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference-preview-latest?view=foundry) -- [2025-04-01-preview - Authoring](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/authoring-reference-preview?view=foundry) -- [2025-04-01-preview - Inference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/reference-preview?view=foundry) -- [REST API (resource creation & deployment)](https://learn.microsoft.com/en-us/azure/ai-foundry/rest/api/aiservices/accountmanagement/deployments/create-or-update?tabs=HTTP?view=foundry) -- [Azure OpenAI monitoring data reference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/monitor-openai-reference?view=foundry) -- [Audio events reference](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/realtime-audio-reference?view=foundry) -- [Foundry Tools SDKs](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/reference/sdk-package-resources.md?context=/azure/foundry/context/context?view=foundry) -- [Foundry Tools REST APIs](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/reference/rest-api-resources.md?context=/azure/foundry/context/context?view=foundry) -- [Azure Resource Manager/Bicep/Terraform](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/templates/microsoft.cognitiveservices/accounts?pivots=deployment-language-bicep?view=foundry) -- [Azure CLI](https://learn.microsoft.com/en-us/azure/ai-foundry/cli/azure/cognitiveservices?view=azure-cli-latest?view=foundry) - -## Guardrails and controls - -- [Overview](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/guardrails-overview?view=foundry) -- [How to configure Guardrails and controls](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/how-to-create-guardrails?view=foundry) -- [Third party Guardrail integrations](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/third-party-integrations?view=foundry) -- [Harm categories and severity levels](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-severity-levels?view=foundry) -- [Prompt shields](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-prompt-shields?view=foundry) -- [Sensitive data leakage](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-personal-information?view=foundry) -- [Groundedness detection](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-groundedness?view=foundry) -- [Protected material for code](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/quickstart-protected-material-code?view=foundry) -- [Protected material for text](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-filter-protected-material?view=foundry) -- [Block lists](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/quickstart-blocklist?view=foundry) -- [Custom categories](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/content-safety/concepts/custom-categories.md?context=/azure/foundry/context/context?view=foundry) -- [Intervention points](https://learn.microsoft.com/en-us/azure/ai-foundry/guardrails/intervention-points?view=foundry) -- [Default safety policies](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/default-safety-policies?view=foundry) -- [Safety system messages](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/safety-system-message-templates?view=foundry) -- [Content streaming](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/content-streaming?view=foundry) -- [Abuse monitoring](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/abuse-monitoring?view=foundry) +- [Overview](https://learn.microsoft.com/en-us/azure/foundry/guardrails/guardrails-overview) +- [How to configure Guardrails and controls](https://learn.microsoft.com/en-us/azure/foundry/guardrails/how-to-create-guardrails) +- [Third party Guardrail integrations](https://learn.microsoft.com/en-us/azure/foundry/guardrails/third-party-integrations) +- [Intervention points](https://learn.microsoft.com/en-us/azure/foundry/guardrails/intervention-points) + +## Configuration + +- [Configure an AI gateway](https://learn.microsoft.com/en-us/azure/foundry/configuration/enable-ai-api-management-gateway-portal) ## Responsible AI -- [Responsible AI overview](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-use-of-ai-overview?view=foundry) -- [Limited access](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/cognitive-services-limited-access?view=foundry) -- [Overview](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/overview?view=foundry) -- [Limited access](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/limited-access?view=foundry) -- [Code of conduct](https://learn.microsoft.com/en-us/azure/ai-foundry/legal/ai-code-of-conduct?view=foundry) -- [Data, privacy, and security](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/data-privacy?view=foundry) -- [Customer Copyright Commitment](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/customer-copyright-commitment?view=foundry) -- [Transparency note](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/agents/transparency-note?view=foundry) -- [Data, privacy, and security for agents](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/agents/data-privacy-security?view=foundry) - -## Best practices - -- [Get started with DeepSeek-R1 reasoning model](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/tutorials/get-started-deepseek-r1?view=foundry) -- [Prompt engineering techniques](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-engineering?view=foundry) -- [Performance & latency](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/how-to/latency?view=foundry) -- [Integrate with your applications](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/integrate-with-other-apps?view=foundry) -- [Red teaming large language models (LLMs)](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/red-teaming?view=foundry) - -## Setup & configure - -- [Plan rollout](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/planning?view=foundry) -- [Create your first resource](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/multi-service-resource.md?context=/azure/foundry/context/context?view=foundry) -- [Create resources using Bicep template](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-resource-template?view=foundry) -- [Manage resources using Terraform](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-resource-terraform?view=foundry) -- [Recover or purge deleted resources](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/recover-purge-resources.md?context=/azure/foundry/context/context?view=foundry) -- [Upgrade from Azure OpenAI Service](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/upgrade-azure-openai?view=foundry) -- [Migrate from Azure AI Inference SDK to OpenAI SDK](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/model-inference-to-openai-migration?view=foundry) -- [Create and manage projects](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/create-projects?view=foundry) -- [Set up your agent resources](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/environment-setup?view=foundry) -- [Standard agent setup](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/concepts/standard-agent-setup?view=foundry) -- [Use your own Azure resources](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/use-your-own-resources?view=foundry) -- [Migrate agents](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/migrate?view=foundry) -- [Virtual networks](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/virtual-networks?view=foundry) -- [Use an AI Gateway](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/ai-gateway?view=foundry) -- [Create a connection](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/connections-add?view=foundry) -- [Connect to your own storage in Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/bring-your-own-azure-storage-foundry?view=foundry) -- [Connect to your own storage for Speech/Language](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/bring-your-own-azure-storage-speech-language-services?view=foundry) -- [Manage Grounding with Bing](https://learn.microsoft.com/en-us/azure/ai-foundry/agents/how-to/manage-grounding-with-bing?view=foundry) -- [Manage quotas for Foundry resources](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/quota?view=foundry) -- [Foundry Models quotas and limits](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/quotas-limits?view=foundry) -- [Azure OpenAI quotas and limits](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/quotas-limits?view=foundry) - -## Security & governance - -- [Authentication and authorization](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/authentication-authorization-foundry?view=foundry) -- [Hide preview features with Azure tags](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/disable-preview-features?view=foundry) -- [Disable preview features with role-based access control](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/disable-preview-features-with-rbac?view=foundry) -- [Role-based access control](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/rbac-foundry?view=foundry) -- [Configure keyless authentication](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-models/how-to/configure-entra-id?view=foundry) -- [Configure private link](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/configure-private-link?view=foundry) -- [Managed virtual network](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/managed-virtual-network?view=foundry) -- [Network security perimeter](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/add-foundry-to-network-security-perimeter?view=foundry) -- [Configure customer-managed keys](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/encryption-keys-portal?view=foundry) -- [Store secrets in your Azure Key Vault](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/set-up-key-vault-connection?view=foundry) -- [Rotate API access keys](https://learn.microsoft.com/en-us/azure/ai-foundry/azure/ai-services/rotate-keys?context=/azure/foundry/context/context?view=foundry) -- [Built-in policy definitions](https://learn.microsoft.com/en-us/azure/ai-foundry/ai-services/policy-reference.md?context=/azure/foundry/context/context?view=foundry) -- [Built-in policy for model deployment](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/model-deployment-policy?view=foundry) -- [Create custom policy definitions](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/custom-policy-definition?view=foundry) -- [High availability and resiliency](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/high-availability-resiliency?view=foundry) -- [Disaster recovery for agent services](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-disaster-recovery?view=foundry) -- [Disaster recovery from a platform outage](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-platform-disaster-recovery?view=foundry) -- [Disaster recovery from resource and data loss](https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/agent-service-operator-disaster-recovery?view=foundry) -- [Plan and manage costs](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/manage-costs?view=foundry) -- [Security baseline](https://learn.microsoft.com/en-us/azure/ai-foundry/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline?view=foundry) -- [Service architecture](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/architecture?view=foundry) -- [Data, privacy, and security for Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/openai/data-privacy?view=foundry) -- [Data, privacy, and security for Claude models in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/responsible-ai/claude-models/data-privacy?view=foundry) - -## Operate & support - -- [What's new in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/ai-foundry/whats-new-foundry?view=foundry) -- [Status dashboard](https://learn.microsoft.com/en-us/azure/ai-foundry/foundry-status-dashboard-documentation?view=foundry) -- [Use Microsoft Foundry with a screen reader](https://learn.microsoft.com/en-us/azure/ai-foundry/tutorials/screen-reader?view=foundry) -- [Known issues](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/foundry-known-issues?view=foundry) -- [Feature availability by region](https://learn.microsoft.com/en-us/azure/ai-foundry/reference/region-support?view=foundry) -- [Region support](https://azure.microsoft.com/explore/global-infrastructure/products-by-region/) -- [Model lifecycle and retirement](https://learn.microsoft.com/en-us/azure/ai-foundry/concepts/model-lifecycle-retirement?view=foundry) -- [Azure OpenAI model retirement](https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/model-retirements?view=foundry) -- [Code of conduct](https://learn.microsoft.com/en-us/azure/ai-foundry/legal/ai-code-of-conduct?view=foundry) -- [Compliance](https://aka.ms/AzureCompliance) -- [Service Level Agreement (SLA)](https://www.microsoft.com/licensing/docs/view/Service-Level-Agreements-SLA-for-Online-Services) -- [Azure updates](https://azure.microsoft.com/updates/?filters=%5B%22Azure+AI+Foundry%22%5D#) -- [Microsoft Foundry pricing](https://azure.microsoft.com/pricing/details/ai-foundry/) +- [Overview](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/overview) +- [Transparency note](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/transparency-note) +- [Limited access](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/limited-access) +- [Data, privacy, and security](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy) +- [Customer Copyright Commitment](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/customer-copyright-commitment) +- [Transparency note](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/transparency-note) +- [Data, privacy, and security for agents](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/agents/data-privacy-security) +- [Data, privacy, and security for Foundry Models sold directly by Azure](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/openai/data-privacy) +- [Data, privacy, and security for Claude models in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/foundry/responsible-ai/claude-models/data-privacy) + +## Reference + +- [REST API](https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project) +- [REST API (preview)](https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-project-rest-preview) +- [Known issues](https://learn.microsoft.com/en-us/azure/foundry/reference/foundry-known-issues) +- [Feature availability by region](https://learn.microsoft.com/en-us/azure/foundry/reference/region-support) + +## General + +- [C#](https://learn.microsoft.com/dotnet/api/overview/azure/ai.projects-readme) +- [JavaScript](https://learn.microsoft.com/javascript/api/overview/azure/ai-projects-readme?view=azure-node-preview) +- [Python](https://learn.microsoft.com/python/api/overview/azure/ai-projects-readme?view=azure-python-preview) +- [REST API (resource creation & deployment)](https://learn.microsoft.com/rest/api/aiservices/accountmanagement/deployments/create-or-update?tabs=HTTP) +- [Azure Resource Manager/Bicep/Terraform](https://learn.microsoft.com/azure/templates/microsoft.cognitiveservices/accounts?pivots=deployment-language-bicep) +- [Azure CLI](https://learn.microsoft.com/cli/azure/cognitiveservices?view=azure-cli-latest) +- [Responsible AI overview](https://learn.microsoft.com/en-us/azure/foundry/responsible-use-of-ai-overview) +- [Code of conduct](https://learn.microsoft.com/legal/ai-code-of-conduct) +- [Security baseline](https://learn.microsoft.com/security/benchmark/azure/baselines/azure-ai-foundry-security-baseline) +- [What's new in Microsoft Foundry](https://learn.microsoft.com/en-us/azure/foundry/whats-new-foundry) +- [Status dashboard](https://learn.microsoft.com/en-us/azure/foundry/foundry-status-dashboard-documentation) +- [Code of conduct](https://learn.microsoft.com/legal/ai-code-of-conduct) ## Optional