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12 Lessons, Get Started Building with Generative AI

This sample has the full End2End process of creating RAG application with Prompt Flow and AI Studio. It includes GPT 3.5 Turbo LLM application code, evaluations, deployment automation with AZD CLI, GitHub actions for evaluation and deployment and intent mapping for multiple LLM task mapping.

Model Mondays is a weekly livestreamed series on Microsoft Reactor that helps you make informed model choice decisions with timely updates and model deep-dives. Watch live for the content. Join Discord for the discussions.

An awesome list that curates content (articles, videos, tutorials and docs) and templates (ready to use) for the Azure Developer CLI (`azd`). Plus a hosted azd-templates Gallery to simplify search & discovery

Step-by-step workshop for the "Simplifying Data Analysis" talk

Explore the Azure AI Foundry quickstarts and tutorials with retail copilot context in mind.

Explore https://playwright.dev/ the End-To-End Testing platform for modern web apps from Microsoft

Open source codebase powering the HuggingChat app

Resources and content for a 15-minute theater-style talk on the Azure AI Agent Service

Notes and code from working through Byte Size Python with AJ | Goal is to do these in Jupyter Notebooks

Enable Next-Gen Large Language Model Applications. Join our Discord: https://discord.gg/pAbnFJrkgZ

Let's build a React-powered resume with a JSON-resume format, hosted on SWA

Learn to build trustworthy AI with systematic evaluations in Azure AI Foundry. The session covers quality, safety, agent and custom evaluators

Basic sample for deploying AI agents web app with Azure AI Foundry and SDKs

Website and blog for my default domain

12 Weeks, 24 Lessons, IoT for All!

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TasteJS Next.js Movies ❤️ Codespaces ❤️ Playwright - Workspace for evolving template

Exploring the Docusaurus site generator features and deployment options in a demo sandbox.

Use the template to create a Star Wars themed version of the SWAG template for May 4!

This open-source curriculum is designed to teach the concepts and fundamentals of the Model Context Protocol (MCP), with practical examples in .NET, Java, TypeScript, JavaScript and Python.

Nitya Narasimhan's Website

Samples on AI toolkit usage

The official Windows Driver Kit documentation sources

Microsoft Build 2026 · Build smarter AI systems in Microsoft Foundry as models and costs evolve · Learn to hill climb across quality, cost and latency with a model playbook

Resources for modern agent observability — cross-framework tracing, evals, always-on signals connecting agent behavior to business outcomes, cost, and ROI. From Microsoft Build 2026.

AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents. Covers 10/10 OWASP Agentic Top 10.

Repository to explore Hugging Face models usage for local development, and for deployment to Azure.

Chainlit's cookbook repo

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A MCP Server for Azure AI Foundry

RAG Time: A 5-week Learning Journey to Mastering RAG

Exploring Vibe Coding examples with VS Code features.

Hugging Face on Microsoft Azure (documentation, examples and more)

A sample pack of GitHub Agentic Workflows!

Learn how to get started using the GitHub Copilot CLI!

Foundry 3P Agents Code Samples

Learn AI development by playing a game! A fun, interactive JavaScript adventure that teaches you how to use Microsoft Foundry Local and AI tools - one level at a time.

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Prompty makes it easy to create, manage, debug, and evaluate LLM prompts for your AI applications. Prompty is an asset class and format for LLM prompts designed to enhance observability, understandability, and portability for developers.

Exploring the Azure AI Agents Service from concepts to cloud

My exploration of Microsoft events through the lens of the Book of News

Repository for Talks & Labs to explore Fine Tuning for Generative AI - from concepts to code to cloud

Beginner-friendly workshop introducting the Azure AI Inference API and usage with diverse models.

Blog posts and content for supporting a week of Azure AI

Explore building generative AI applications from prompt to prototype - with Prompty

Official community-driven Azure Machine Learning examples, tested with GitHub Actions.

Explores the implementation of a LangChain Agent using Azure Cosmos DB for MongoDB vCore to handle traveler inquiries and bookings. The project provides detailed instructions for setting up the environment and loading travel data, aiming to empower developers to integrate similar agents into their solutions.

Practical exercises for Azure AI Studio training

Learnings from Cohere Build Day May 1, 2024

Toolkit is a collection of prebuilt components enabling users to quickly build and deploy RAG applications.

Code examples and jupyter notebooks for the Cohere Platform

Build high-quality LLM apps - from prototyping, testing to production deployment and monitoring.

Python Data Science Handbook: full text in Jupyter Notebooks

Open-source AI cookbook

Quickstart sample for using the Azure AI Studio with the SDK or CLI options - and the LangChain framework.

What if we could craft a TED talk that tells our professional story to prospective employers or audiences? What would we say? How would we say it? How can we take that story further and make it scale to online audiences everywhere? This 60-minute workshop breaks down the template, tools and text prompts that can help us reclaim our narrative.

Plugins for Docusaurus and Rise4Fun

Explore the azurechatgpt capabilities and setup a preferred workflow for exploring extensions.

🌱 Join a community of developers at Microsoft Reactor and connect with people, skills, and technology to build your career or personal learning. We offer free livestreams, on-demand content, and hybrid/in-person events daily around the world. Access our projects and code here.

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Repository to host talks given at various venues

Talks, Resources, Blog Posts on Self Care

scikit-learn: machine learning in Python

Site content for the site listing the Cloud Advocacy team within Developer Relations at Microsoft.

#100DaysofCode - with TypeScript

Exploring Progressive Web Apps, from concepts to code.

My learning notes from an exploration of data science and ethics - useful for self-study.

A collection of useful cross-browser DevTools tips

Documentation for the npm registry, website, and command-line interface.

Codelabs management & hosting tools

Setting up a GitHub-pages hosted, Docusarus-based blog

Use Docusaurus as a sandbox for documentation and exploration of testing ideas with Playwright and CodeceptJS

A collection of challenge based hack-a-thons including student guide, coach guide, lecture presentations, sample/instructional code and templates. Please visit the What The Hack website at: https://aka.ms/wth

Live demo using Angular, github.dev, codespaces, copilot, azure static web apps, and devcontainers

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Requirement-driven evaluation harness for AI agents and LLM applications. Generate behavior-specific test cases, run them against any target (hosted models, callable wrappers, OTel-traced agents), and inspect local-first artifacts.

Recipes for AI alchemists forging with Microsoft Foundry

Model Mondays: data-first, agent-first knowledge base + Astro site for the weekly Model Mondays series

Repo for fine tuning examples and sample datasets

Materials for running the Model Mastery Worshop series (2026). These offer hands-on experience with partner models in Microsoft Foundry. Register for in-venue events or try the self-guided session with your own subscription.

Playful one-shot static apps built with GitHub Copilot

Deploy Anthropic Claude on Microsoft Foundry with `azd up` (Bicep or Terraform) and call it with the official Claude SDKs over Entra ID.

Workshop : Observe, optimize and protect your hosted agents in Microsoft Foundry

Ready-to-use structured and progressively complex agent demos with demo scripts and How-it works.

Automated quality, cost, and latency evaluation of Microsoft Foundry Model Router against any baseline model — bring your own prompts, get a full report in one command.

Portable guardrail orchestration and enforcement for AI agents

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GitHub Copilot for Azure

Official agent plugin providing skills and MCP server configurations for Azure scenarios.

Exploring Microsoft Foundry Skills with hands-on labs

Embedded samples in Azure AI Foundry docs

The "For Beginners" template provides a starter repository for building workshops or curricula with a hosted Mkdocs website that complies with Microsoft OSS requirements

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This is private preview repository of examples and instructions on using the foundry observability skill for a code-first agentic experience for developers to evalauate and monitor their agents from editors and CLIs.

Hands-on workshop that teaches you the core Observability and Foundry Control Plane capabilities of Microsoft Foundry with an end-to-end walkthrough using Microsoft Foundry Portal, SDK and Skills

GitHub Copilot enabled repo for building and deploying a web application with Entra ID authentication and integrated with Azure AI Foundry Agents.

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Hands-on quest to understand the E2E model development journey on Microsoft Foundry

Skills, MCP servers, Custom Agents, Agents.md for SDKs to ground Coding Agents

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Server for CopperHead Snake game tournaments

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Welcome to the comprehensive guide for Azure Developer CLI (azd)! This repository is designed to help developers at all levels from students to professional developers learn and master Azure Developer CLI for efficient cloud deployments.

A demo of Agentic Workflows

Learn How To Observe, Manage, and Scale, Agentic AI Apps Using Azure AI Foundry - with this hands-on workshop

A multi-module course teaching everything you need to know about using GitHub Copilot as an AI Peer Programming resource.

This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting our public developer docs at https://learn.microsoft.com/python/azure/ or our versioned developer docs at https://azure.github.io/azure-sdk-for-python.

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Contoso Outdoors data assets for reuse across projects (from Contoso-Chat)

AI demos at the Expert Meetup booths showcasing models, agents, and tools.

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This repository hosts the instructions and workshop materials for Lab 333 (Evaluate and improve the quality and safety of your AI applications) for Microsoft Build

This repository hosts the instructions and workshop materials for Lab 334 (Evaluate Reasoning Models for Your Generative AI Solutions)

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Official community-driven Azure AI Examples

Azure Cosmos DB + Azure OpenAI Python Developer Guide

Basic sample for deploying chat web apps with Azure AI Foundry and SDKs

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Exploring browser use study

An exploration of the OpenAI o1 model capabilities

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10 Lessons to Get Started Building AI Agents

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A collection of examples that show how to use CrewAI framework to automate workflows.

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Build your first agent with Azure AI Agent Service Workshop

This the models as a service 15 minute theatre talk

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Repository to explore Azure AI Search from concepts to code to cloud

Visualize document collections as markmaps for easy navigation.

Explore Model Choice From Catalog To Code to Cloud - Discover - Deploy - Develop - Deliver.

Azure Quickstart Templates

Creates an Azure AI Studio hub, project and required dependent resources including Azure Open AI Service, Cognitive Search and more.

A simple example implementation of the VoiceRAG pattern to power interactive voice generative AI experiences using RAG with Azure AI Search and Azure OpenAI's gpt-4o-realtime-preview model.

A simple screen parsing tool towards pure vision based GUI agent

Explore fine tuning for generative AI from concepts to code

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Walking through the Azure AI Studio RAG Tutorial

Contoso Outdoors Company web application shown at Microsoft Ignite

A copilot sample that uses python to ground the copilot responses in company data.

Assistant API to chat with tabular data and perform analytics in natural language.

Function calling for vector database lookup based on user question

A "Responsible AI For Developers" hub to help developer audiences (students, entrepreneurs and professionals) discover workshop, events and resources that can help them learn and use Responsible AI concepts and resources effectively in their own projects.

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Instantiate the Azure AI Studio AZD Starter Template. Use it to understand setup and validate the end-to-end flow for the Azure AI Studio copilot quickstart

24 Lessons, 12 Weeks, Get Started as a Web Developer

Implementing a ChatGPT-like LLM from scratch, step by step

Training materials for running a workshop or training session for the Contoso Chat sample

Sample quickstart repo for getting started building an enterprise chat copilot in Azure AI Studio

Quickstart sample for using the Azure AI Studio with the SDK or CLI options - and the PromptFlow framework.

Quickstart Python sample for getting started using the Azure AI Studio with the SDK or CLI options

Fullstack chatbot application

Responsible AI Toolbox is a suite of tools providing model and data exploration and assessment user interfaces and libraries that enable a better understanding of AI systems. These interfaces and libraries empower developers and stakeholders of AI systems to develop and monitor AI more responsibly, and take better data-driven actions.

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workshop materials to build intelligent solutions on Open AI

Enterprise-grade Reference Architecture for JavaScript, complete with Azure Developer CLI templates and Playwright tests.

Workshop for Azure ML - Responsible AI workshop

Learning how to use azure ml through e2e machining learning processes

A Learn Lab To Teach Playwright Fundamentals using the TODO MVC application sample

Exploring PartyKit using GitHub Codespaces

Automatic Generation of Visualizations and Infographics using Large Language Models

Walk through the "Real World Testing With Cypress" (https://learn.cypress.io/) using GitHub Codespaces

A learner's guide to deconstructing and exploring an open-source repository

Extend AZD Template with Support for E2E Tests using Playwright - validate usage within Codespaces

A Next.js Movies App

A Developer Guide to Deconstructing The Azure-Samples/Contoso-Real-Estate reference application

Experimenting with blog options for standalone blog

A starter application using mongoose

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Azure Static Web Apps CLI ✨ Documentation

🚧 (Work In Progress) Starter template for Next.js+SWA with next-auth and e2e-testing with Playwright

Build an enhanced starter example using Next.js - SWA (host, api, auth) - Playwright (e2e test)

💰 🌱 E-commerce store built with Next.js and Stripe checkout

Use this repository to explore the latest content and code samples. Each month we will release best of content resources that relate to a particular theme. - Microsoft Developer Editorial team

Spatial Computing Cloud Advocacy Curriculum - Test Fork

Exploring deployment of Bablyon.js application to Azure Static Web Apps

Next.js app with GitHub Pages Actions

GitHub Pages Demo for Nextjs Portfolio template

Quick test of mongoose-starter template

The central repository for all content released as part of #JulyOT each year

A gallery of awesome projects deployed on Azure Static Web Apps 🎉

Create, build and deploy a Google Codelabs formatted tutorial to Azure Static Web Apps

Easy to maintain open source documentation websites.

Azure Search Javascript sample code

JavaScript Express.js app serving static vanilla JS. This sample app is used in Microsoft Docs to demonstrate how to integrate Azure Storage, Azure Cosmos DB, and Azure Active Directory.

the package manager for JavaScript

This repo aims to help student developers to build apps that run on Windows.

🙌🏽 Today I Learned

PWA Tutorials: Exploring PWA concepts and experiences with code samples

Azure Static Web Apps Hosted Hugo site using Cookbook theme