This reference architecture walks you through the decision-making process involved in designing, developing, and delivering a serverless application using a microservices architecture through hands…

Simple starting point function to host LangChains with LLMs and other tools in an Azure Function.

SQL Server Change Stream sample using Debezium

Full stack solution using Javascript, Azure Static Web Apps, Azure Function, Azure SQL Database and a microservice architecture to monitor in real-time public transportation data, create a geofence…

Build your own serverless AI Chat with Retrieval-Augmented-Generation using LangChain.js, TypeScript and Azure

Build a generative AI application using LangChain.js, from local to Azure

This sample shows how to take a ChatGPT prompt as HTTP Get or Post input, calculates the completions using OpenAI ChatGPT service, all hosted in an Azure Function.

Azure functions templates for the azure portal, CLI, and VS

The Python Risk Identification Tool for generative AI (PyRIT) is an open source framework built to empower security professionals and engineers to proactively identify risks in generative AI systems.

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 v…

custom document research through multi-agents

The absolute trainer to light up AI agents.

Build, test, and ship omnichannel voice agents on Azure—ACS telephony, custom STT→LLM→TTS pipeline, Voice Live API (voice-to-voice), and Foundry Agents.

POC Using OpenAI Realtime API with CustomGPT for RAG And Twilio Voice

Open Source framework for voice and multimodal conversational AI

Azure Quickstart Templates

Sample code for the Microsoft Cognitive Services Speech SDK

Azure OpenAI code resources for using gpt-4o-realtime capabilities.

Test repo for staging for Agent for beginner samples using Microsoft Agent Framework

Create speech-to-speech voice agents that deliver personalized self-service experiences and natural-sounding voices, seamlessly integrated with telephony systems.

The official Python library for the OpenAI API

This is a simple demonstration of more advanced, agentic patterns built on top of the Realtime API.

A sample integration of Flowise AI with ConversationRelay to build voice-enabled AI agents powered by Twilio. Includes local development setup, Flowise configuration, and Fly.io deployment instruct…

Sample IVR application using outbound calling with static content, conference with Support, and stubs for payments and rescheduling appointments.

Sample MCP codes for connecting OpenAI to Twilio Function hosted Twilio MCP server.