Microsoft Foundry
Microsoft Foundry Resources
Resources for building and operating enterprise-grade AI agents with Azure AI Foundry. Curated by the Microsoft Copilot Acceleration Team (CAT).
🚀 Get started
What is Azure AI Foundry?
— An introduction to Azure AI Foundry, the unified platform for enterprise AI development
Core concepts — hubs, projects, connections, deployments
— A foundational guide to understanding Foundry hubs, projects, connections, and deployments
Azure AI Foundry portal
— Go directly to the Azure AI Foundry portal and get started
Quickstart — AI Foundry playground
— Test models right away in the AI Foundry playground without code
📰 News and updates
Build 2026 Foundry news roundup
— Key Azure AI Foundry announcements from Microsoft Build 2026
Foundry IQ GA announcement
— General availability of Foundry IQ capabilities integrated with Copilot Studio
Hosted Agents
— Announcement of new capabilities for hosting agents directly in Foundry
Agent Optimizer
— Agent Optimizer automatically evaluates and optimizes agent performance
Agent memory capabilities
— Memory capabilities that let Foundry agents persist conversation context
Toolboxes & Routines
— Toolboxes and Routines capabilities for packaging toolsets for agents
DeepSeek V4 integration
— Announcement that DeepSeek V4 models are available in Azure AI Foundry
Cross-region deployment
— Cross-region deployment and routing capabilities for global agents
Full what's-new list
— Complete Azure AI Foundry release notes and update history
Build 2026 sessions
📋 Adoption
Cloud Adoption Framework — AI scenario
— Cloud Adoption Framework guidance for enterprise AI adoption
Responsible AI use
— How to apply Microsoft's responsible AI principles to Azure services
🎓 Training and learning
MS Learn — Get started with Azure AI
— Official learning path covering Azure AI services
Applied Skills — Build an Azure AI solution
— Applied Skills credential that validates Azure AI capability through a hands-on project
John Savill — Azure AI Foundry series
— In-depth Azure AI Foundry technical videos for cloud architects
Azure AI workshop materials
— Hands-on Azure AI Foundry workshop from GitHub
AI-102 certification — Azure AI Engineer
— Official certification that validates skills in designing and implementing Azure AI solutions
DP-100 certification — Azure Data Scientist
— Data scientist certification that validates machine learning and AI modeling skills
AI-900 certification — Azure AI Fundamentals
— Fundamentals certification for understanding AI concepts and Azure AI services
🔧 Build with Foundry
Agent Service
What is Azure AI Agent Service?
— Overview of Agent Service for creating and deploying agents in Foundry
Agent Service quickstart
— Step-by-step quickstart guide for creating your first Foundry agent
Agent tools
— Code execution, file search, and function-calling tools available to agents
Toolbox — toolsets
— How to group multiple tools into reusable Toolboxes
Agent skills
— How to add reusable skill modules to agents
Prompt Flow migration
Migrate from Prompt Flow to Agent Service
— Guide for moving existing Prompt Flow workflows to the new Agent Service
Foundry Local
Foundry Local GA
— General availability of Foundry Local for running AI models in local environments
Get started with Foundry Local
— How to install Foundry Local on a PC or server and run models
SDKs and developer tools
Azure AI SDK overview
— How to use Azure AI SDKs for languages such as Python and JavaScript
Trace-based evaluation
— How to trace agent runs and evaluate performance
RAG tutorial
— Tutorial for building RAG (retrieval-augmented generation) with Azure AI Search and Foundry
VS Code extension — AI Foundry
— Extension for developing Foundry projects in Visual Studio Code
Agent Framework
Agent Framework documentation
— Official Foundry Agent Framework documentation for building multi-agent systems
Agent Framework GitHub
— Open-source code repository for Azure AI Agent Framework
Skills library for Python
— Collection of reusable skills you can add to Python agents
Multi-agent reference architecture
— Design patterns for multi-agent systems that distribute complex work
🧠 Models and services
Model catalog
Model catalog
— Catalog for exploring hundreds of models from OpenAI, Meta, Mistral, DeepSeek, and more
Model benchmarks
— Compare performance benchmarks to choose the right model for your use case
Serverless deployment
— Use models directly through APIs without managing infrastructure
Model Router
Model Router
— Automatically route requests to the right model to optimize cost and performance
Azure OpenAI Service
Azure OpenAI Service overview
— How to use OpenAI models such as GPT-4o, o3, and o4-mini on Azure
Azure AI services
Azure AI Vision
— Computer vision services such as image analysis, OCR, and face detection
Azure AI Speech
— Speech recognition, text-to-speech, and speech translation services
Azure AI Language
— Sentiment analysis, key phrase extraction, and language understanding services
Azure AI Search
— Enterprise search service that combines vector search and keyword search
📊 Evaluate and improve
Agent evaluation
Evaluate generative AI apps
— Evaluation methods for measuring agent response quality, groundedness, and consistency
Evaluation SDK
— Azure AI Evaluation SDK for automatically evaluating agent performance in code
Production monitoring
— How to continuously monitor the performance and quality of deployed agents
Agent Optimizer
— Agent Optimizer automatically optimizes agents based on evaluation results
Fine-tuning
Supervised fine-tuning (SFT)
— SFT method for specializing models on specific tasks with labeled data
Reinforcement fine-tuning (RFT)
— Reinforcement-learning-based fine-tuning that improves models with reward signals
Model distillation
— Distillation techniques for transferring knowledge from larger models to smaller models
Stored completions
— How to automatically collect production responses and use them as fine-tuning data
Synthetic data generation
— How to generate synthetic training data for fine-tuning with AI
Content safety
Azure AI Content Safety
— Service for detecting and filtering harmful content in agent outputs
🏗️ Architecture and best practices
Cloud Adoption Framework (CAF)
AI scenario guide
— CAF guidance covering AI adoption strategy, landing-zone design, planning, readiness, and governance
Well-Architected Framework (WAF)
Well-Architected AI workloads
— WAF guidance for designing AI workloads from reliability, security, and cost-optimization perspectives
Reference architectures
RAG baseline architecture (Azure AI Search)
— Reference architecture for RAG with Azure AI Search and Azure OpenAI
Baseline chat app architecture
— Baseline reference architecture for enterprise chat AI apps
Security and networking
Configure Private Link
— Private Link setup for securely connecting to Foundry without going over the internet
Role-based access control (RBAC)
— RBAC guide for managing granular access permissions to Foundry resources
Managed Identity
— Managed identities for secure Azure service-to-service authentication without credentials
🏆 Customer success stories
Accenture — Foundry customer story
— How global consulting company Accenture successfully adopted Azure AI Foundry
Financial services — AI story collection
— Azure AI Foundry customer stories from finance, insurance, and banking
Healthcare — AI story collection
— Azure AI customer stories from hospitals, pharma, and medical devices
💾 Samples and repositories
azureai-samples
— Collection of official Microsoft Azure AI Foundry sample code
Agent Framework samples
— Agent Framework samples that demonstrate multi-agent patterns
RAG with Azure AI Search
— Complete sample app for the RAG pattern with Azure AI Search
Chat with Your Data solution accelerator
— Enterprise chat AI solution accelerator for chatting with internal data
Build 2026 demo code
— Azure AI Foundry demo source code shown at Microsoft Build 2026
🤝 Community
Azure AI Tech Community
— Technical blogs and community discussion hub for Azure AI
GitHub Discussions
— GitHub discussion space for Azure AI Foundry open-source projects
Feature feedback and requests
— Suggest new Azure AI Foundry features or vote on existing requests
Stack Overflow — azure-ai-studio
— Stack Overflow for sharing Azure AI Foundry technical questions and answers
Azure AI DevBlog
— In-depth Azure AI technical blog from a developer perspective