A design system built by IBM

A collection of notebook-based pro-code demos of various Azure services.

A fast, local-first "search engine" for !bang users

One-click deploy of a Knowledge Graph powered RAG (GraphRAG) in Azure

Parsing-free RAG supported by VLMs

Research and development (R&D) is crucial for the enhancement of industrial productivity, especially in the AI era, where the core aspects of R&D are mainly focused on data and models. We are commi…

Immersive workshop showcasing the remarkable potential of integrating SoTA foundation models to enhance product experiences and streamline backend workflows. Leverages Microsoft's Copilot stack, Se…

LLM-powered multiagent persona simulation for imagination enhancement and business insights.

Experimental AI Agents Framework

🤖 💼 Azure Chat Solution Accelerator powered by Azure Open AI Service

Test your prompts, agents, and RAGs. Red teaming, pentesting, and vulnerability scanning for LLMs. Compare performance of GPT, Claude, Gemini, Llama, and more. Simple declarative configs with comma…

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, understand…

🦜🔗 Build context-aware reasoning applications

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and cont…

APIM ❤️ OpenAI - this repo contains a set of experiments on using GenAI capabilities of Azure API Management with Azure OpenAI and other services

Solution accelerator for Customer Complaint Management

Build a copilot application with Azure OpenAI Service, Azure Cosmos DB for MongoDB & Azure App Service.

Reference solution for how to build your own production-ready Copilot in Azure on .NET 8 using: Azure Cosmos DB and its vector database capabilities, containerized and running on AKS or ACA using M…

sample code to bulid your copilot and load your data inside and put question and answer in cache to save time

A 10-Lesson course teaching everything you need to know about harnessing GitHub Copilot as an AI Paired Programming resource.

Generative Agents: Interactive Simulacra of Human Behavior

Virtual Assistant - GPT Smart Search Engine - Bot Framework + Azure OpenAI + Azure Search + Azure SQL + LangChain + CosmosDB

AI Agents - GPT Smart Search Engine - Bot Framework + Azure OpenAI + Azure AI Search + Azure SQL + Bing API + Azure Document Intelligence + LangChain + CosmosDB

Python package for graph statistics

A library for efficient similarity search and clustering of dense vectors.

Artemis - Interactive Learning with Automated Feedback

A library for easily merging multiple LLM experts, and efficiently train the merged LLM.

Sample to envision intelligent apps with Microsoft's Copilot stack for AI-infused product experiences.

A library for generative social simulation