awesome-azure-openai-copilot
A curated list of awesome Azure OpenAI, and Copilot
https://github.com/kimtth/awesome-azure-openai-copilot
Last synced: 2 days ago
JSON representation
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Azure OpenAI Accelerator & Samples
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- Document Processing with Azure AI Samples - Document Intelligence plus generative enrichment examples.
- Enterprise Logging - Comprehensive logging of Azure OpenAI model Usage.
- Azure-samples: Accelerator Collection - Azure-samples Accelerator Collection.
- Conversational-Azure-OpenAI-Accelerator - Conversational AI solution accelerator using Azure OpenAI.
- Evaluating a RAG Chat App - Tools for evaluation of RAG Chat Apps using Azure AI Evaluate SDK.
- AI Samples for .NET - Official .NET AI samples (evaluation, integration).
- AI-in-a-Box - AI-in-a-Box aims to provide an "Azure AI/ML Easy Button" for common scenarios.
- Azure-llm-fine-tuning - SLM/LLM Fine-tuning on Azure.
- Azure Accelerator Repos - Collection of official Azure accelerators.
- Azure-Cognitive-Search-Azure-OpenAI-Accelerator - Proof of Concept (POC) for a Generative AI Multi-Agent Architecture using Azure Services.
- Azure Functions OpenAI Extension - OpenAI bindings for Azure Functions (C#).
- Azure Multimodal AI + LLM Processing Accelerator - Build multimodal data processing pipelines with Azure AI Services + LLMs.
- Azure OpenAI Network Latency Test Script - Azure OpenAI Network Latency Test Script.
- Azure OpenAI with AKS by Terraform (simple version) - Azure OpenAI with AKS by Terraform (simple version).
- Azure OpenAI RAG workshop - RAG using LangChain.js and OpenAI. Hosted on Azure Static Web Apps and Azure Container Apps, with Azure AI Search as the vector database.
- Azure OpenAI workshop - Workshop materials to build intelligent solutions on Open AI.
- Azure OpenAI samples - Azure OpenAI Samples is a collection of code samples illustrating how to use Azure Open AI.
- Azure SQL DB + AOAI - AI applications built on data from an Azure SQL Database.
- Azure-Samples Accelerators - Community driven sample accelerators.
- Fabric notebooks for analyzing chat history stored in CosmosDB - Fabric notebooks for analyzing chat history.
- GPT-RAG - Enterprise RAG solution accelerator.
- Microsoft AI Tour - A session and workshop how to best leverage AI.
- Microsoft Copilot Studio Samples - Samples and artifacts for Microsoft Copilot Studio.
- MSUS Azure Accelerators - Partner accelerator implementations.
- Model Context Protocol Curriculum for Beginners - Introductory MCP course.
- OpenAI Chat Application with Microsoft Entra Authentication - Authenticated chat starter with Microsoft Entra ID.
- RAG for Azure Data - Retrieval Augmented Generation (RAG) for Azure Data.
- Setting up Azure OpenAI with Azure API Management - Azure AI to your application developers in a secure & manageable way with Azure API Management.
- Smart Load Balancing for Azure OpenAI - Intelligent routing across multiple Azure OpenAI deployments.
- Azure OpenAI cookbook - The repository for all Azure OpenAI Samples complementing the OpenAI cookbook.
- Microsoft.Extensions.AI - Unified C# abstractions for models, embeddings, and middleware.
- Microsoft.Extensions.AI - Unified C# abstractions for models, embeddings, and middleware.
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Copilot Development
- AI Samples for .NET - Official .NET AI samples (evaluation, integration).
- AI-in-a-Box - AI-in-a-Box aims to provide an "Azure AI/ML Easy Button" for common scenarios.
- azure-llm-fine-tuning - SLM/LLM Fine-tuning on Azure.
- Azure Accelerator Repos - Collection of official Azure accelerators.
- Azure-Cognitive-Search-Azure-OpenAI-Accelerator - Azure Cognitive Search + Azure OpenAI Accelerator.
- Azure Functions OpenAI Extension - OpenAI bindings for Azure Functions (C#).
- Azure Multimodal AI + LLM Processing Accelerator - Build multimodal data processing pipelines with Azure AI Services + LLMs.
- Azure OpenAI Network Latency Test Script - Azure OpenAI Network Latency Test Script.
- Azure-Samples - Azure-Samples.
- Azure-samples: Accelerator Collection - Accelerator Collection.
- Conversational-Azure-OpenAI-Accelerator - Conversational AI solution accelerator using Azure OpenAI.
- Azure OpenAI RAG workshop - RAG using LangChain.js and OpenAI. Hosted on Azure Static Web Apps and Azure Container Apps, with Azure AI Search as the vector database.
- Azure OpenAI workshop - Workshop materials to build intelligent solutions on Open AI.
- Azure OpenAI samples - Azure OpenAI samples.
- Azure OpenAI with AKS by Terraform (simple version) - Azure OpenAI with AKS by Terraform (simple version).
- Azure SQL DB + AOAI - AI applications built on data from an Azure SQL Database.
- Azure-Samples - Azure-Samples.
- Azure-Samples Accelerators - Community sample accelerators.
- Enterprise Logging - Enterprise Logging.
- Document Processing with Azure AI Samples - Document Intelligence plus generative enrichment examples.
- Evaluating a RAG Chat App - Tools for evaluation of RAG Chat Apps using Azure AI Evaluate SDK.
- Fabric notebooks for analyzing chat history stored in CosmosDB - Fabric notebooks for analyzing chat history.
- GPT-RAG - Enterprise RAG solution accelerator.
- Microsoft AI Tour - A session and workshop how to best leverage AI.
- Microsoft Copilot Studio Samples - Samples and artifacts for Microsoft Copilot Studio.
- MSUS Azure Accelerators - Partner accelerator implementations.
- Model Context Protocol Curriculum for Beginners - Introductory MCP course.
- OpenAI Chat Application with Microsoft Entra Authentication - Authenticated chat starter with Microsoft Entra ID.
- RAG for Azure Data - Retrieval Augmented Generation (RAG) for Azure Data.
- Setting up Azure OpenAI with Azure API Management
- Smart Load Balancing for Azure OpenAI - Intelligent routing across multiple Azure OpenAI deployments.
- Azure OpenAI cookbook - The repository for all Azure OpenAI Samples complementing the OpenAI cookbook.
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Azure OpenAI Overview
- Abuse Monitoring - Data handling and retention policy for abuse detection in Azure OpenAI.
- Abuse Monitoring - Data handling and retention policy for abuse detection in Azure OpenAI.
- OpenAI Models - Catalog of foundation and reasoning models available from OpenAI.
- OpenAI Models - Catalog of foundation and reasoning models available from OpenAI.
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LLM Frameworks
- Artificial Intelligence Controller Interface (AICI) - Secure sandboxed controllers for structured real-time LLM output control.
- Artificial Intelligence Controller Interface (AICI) - Secure sandboxed controllers for structured real-time LLM output control.
- Kernel Memory - Service and plugins for scalable ingestion, hybrid embedding, and memory pipelines.
- Semantic Kernel - SDK for orchestrating AI services, functions, memory, and planners across languages.
- Kernel Memory - Service and plugins for scalable ingestion, hybrid embedding, and memory pipelines.
- Semantic Kernel - SDK for orchestrating AI services, functions, memory, and planners across languages.
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Prompt Tooling
- GenAIScript - JavaScript framework to orchestrate LLM calls, tools, and data in unified scripts.
- LLMLingua - Prompt and KV-cache compression achieving substantial token reduction with minimal quality loss.
- GenAIScript - JavaScript framework to orchestrate LLM calls, tools, and data in unified scripts.
- LLMLingua - Prompt and KV-cache compression achieving substantial token reduction with minimal quality loss.
- LMOps - Toolkit for optimizing and evaluating prompt quality across multimodal scenarios.
- LMOps - Toolkit for optimizing and evaluating prompt quality across multimodal scenarios.
- Prompt Engine - Utilities for systematic prompt authoring and experimentation (Python variant available).
- PromptBench - Unified framework for large language model prompt evaluation.
- Prompty - Template language for prompt definition, execution metadata, and evaluation integration.
- SAMMO - Framework for automated prompt optimization through search and evaluation loops.
- Prompt Engine - Utilities for systematic prompt authoring and experimentation (Python variant available).
- PromptBench - Unified framework for large language model prompt evaluation.
- Prompty - Template language for prompt definition, execution metadata, and evaluation integration.
- SAMMO - Framework for automated prompt optimization through search and evaluation loops.
- TypeChat - Schema-driven natural language interfaces using strongly typed APIs.
- TypeChat - Schema-driven natural language interfaces using strongly typed APIs.
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Agent Frameworks
- AIOpsLab - Research-driven AI agents for cloud incident analysis and root cause automation.
- AIOpsLab - Research-driven AI agents for cloud incident analysis and root cause automation.
- Autogen - Customizable multi-agent conversation and tool orchestration framework (community AG2 and Microsoft variants).
- ExACT - Adaptive retrieval and planning using interaction memory and Monte Carlo Tree Search.
- JARVIS - Bridge connecting LLMs with specialized AI models for composite task execution.
- Magentic-One - Generalist multi-agent system for complex multi-step automation.
- Autogen - Customizable multi-agent conversation and tool orchestration framework (community AG2 and Microsoft variants).
- ExACT - Adaptive retrieval and planning using interaction memory and Monte Carlo Tree Search.
- JARVIS - Bridge connecting LLMs with specialized AI models for composite task execution.
- Magentic-One - Generalist multi-agent system for complex multi-step automation.
- OmniParser - Vision-based GUI parsing for screen-grounded agent control.
- qlib - Quantitative finance platform integrating supervised, temporal, and reinforcement modeling.
- RD-Agent - Open-source R&D automation for structured experimentation workflows.
- OmniParser - Vision-based GUI parsing for screen-grounded agent control.
- qlib - Quantitative finance platform integrating supervised, temporal, and reinforcement modeling.
- RD-Agent - Open-source R&D automation for structured experimentation workflows.
- Semantic Workbench - Development environment for intelligent multi-agent scenario design and debugging.
- Semantic Workbench - Development environment for intelligent multi-agent scenario design and debugging.
- TaskWeaver - Code-first natural language to executable workflow translation with rich data planning.
- TinyTroupe - Multi-agent persona simulation for scenario exploration and insight generation.
- UFO - UI-centric Windows interaction agent for system-level task automation.
- Vanilla AI Agents - Minimal agent patterns without heavy framework abstractions.
- TaskWeaver - Code-first natural language to executable workflow translation with rich data planning.
- TinyTroupe - Multi-agent persona simulation for scenario exploration and insight generation.
- UFO - UI-centric Windows interaction agent for system-level task automation.
- Vanilla AI Agents - Minimal agent patterns without heavy framework abstractions.
- Windows Agent Arena - Benchmarking and evaluation platform for multimodal Windows desktop agents.
- Windows Agent Arena - Benchmarking and evaluation platform for multimodal Windows desktop agents.
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Deep Learning
- BitNet - Inference framework for ultra-low precision (1-bit) large language models.
- DeepSpeed - Distributed training and inference optimization library featuring ZeRO optimizations.
- FLAML - Lightweight automation for model selection, tuning, and economical experimentation.
- UniLM (Foundation Models) - Collection of large-scale pretrained architectures for multimodal and language tasks.
- BitNet - Inference framework for ultra-low precision (1-bit) large language models.
- DeepSpeed - Distributed training and inference optimization library featuring ZeRO optimizations.
- FLAML - Lightweight automation for model selection, tuning, and economical experimentation.
- UniLM (Foundation Models) - Collection of large-scale pretrained architectures for multimodal and language tasks.
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Risk & LLMOps
- AI Central - Control plane for authenticated, resilient access to multiple OpenAI endpoints.
- Azure AI Evaluation SDK - Evaluation tooling for generative AI quality and safety metrics.
- PyRIT - Risk identification toolkit targeting robustness, safety, and adversarial prompt detection.
- AI Central - Control plane for authenticated, resilient access to multiple OpenAI endpoints.
- Azure AI Evaluation SDK - Evaluation tooling for generative AI quality and safety metrics.
- PyRIT - Risk identification toolkit targeting robustness, safety, and adversarial prompt detection.
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Data Processing
- markitdown - Conversion utility for office and structured documents to Markdown.
- Microsoft Fabric - Unified platform combining data integration, engineering, warehousing, and BI.
- NLWeb - Conversational interfaces for web data with MCP, Schema.org, and RSS support.
- Presidio - Context-aware, pluggable PII detection and de-identification for text and images.
- markitdown - Conversion utility for office and structured documents to Markdown.
- Microsoft Fabric - Unified platform combining data integration, engineering, warehousing, and BI.
- NLWeb - Conversational interfaces for web data with MCP, Schema.org, and RSS support.
- Presidio - Context-aware, pluggable PII detection and de-identification for text and images.
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Developer Tooling
- AI Toolkit for VS Code - VS Code extension integrating local and cloud AI workflows.
- AIShell - Interactive PowerShell shell integrating AI-assisted command workflows.
- Data Formulator - Iterative AI-assisted creation and transformation of data visualizations.
- AI Toolkit for VS Code - VS Code extension integrating local and cloud AI workflows.
- Data Formulator - Iterative AI-assisted creation and transformation of data visualizations.
- GitHub Copilot Chat for VS Code - In-editor contextual multi-turn AI assistance.
- GitHub Copilot Chat for VS Code - In-editor contextual multi-turn AI assistance.
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Microsoft Copilot Products
- Copilot Pages - Persistent collaborative canvas in Copilot chat.
- Copilot Pro - Premium Copilot features, model priority, and M365 integration.
- Copilot Scenario Library - Examples of Copilot business use cases.
- Copilot Vision - Edge experience for browsing with on-page visual grounding.
- Copilot in Azure Quantum - Quantum workload guidance with Copilot integration.
- Copilot+ PC - Windows PCs with integrated NPUs for AI workloads.
- Dynamics 365 Copilot - Embedded generative assistance across Dynamics workloads.
- Power Apps AI Copilot - Copilot feature in Power Apps AI.
- Microsoft Copilot - Web-based AI assistant (formerly Bing Chat Enterprise).
- Nuance DAX Copilot - Clinical documentation automation.
- Power Automate Copilot - Copilot feature in Power Automate cloud flows.
- PowerBI Copilot - Copilot features in Power BI.
- Process Mining ingestion - Copilot feature for process mining ingestion in Power Automate.
- Team Copilot - Meeting, collaboration, and project facilitation.
- Viva Copilot - Employee experience and engagement assistance.
- Microsoft 365 Copilot Chat - Chat experience (free tier) and pay-as-you-go agents.
- Windows AI Foundry - Platform for local and hybrid AI app development (evolved from Windows Copilot Runtime).
- Windows Copilot Runtime - The set of APIs powered by the 40+ on-device models.
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Microsoft Copilot
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Copilot Products
- Copilot Pages - Persistent collaborative canvas in Copilot chat.
- Copilot Pro - Premium Copilot features, model priority, and M365 integration.
- Copilot Scenario Library - Examples of Copilot business use cases.
- Copilot Vision - Edge experience for browsing with on-page visual grounding.
- Copilot in Windows - System-level AI integration in Windows.
- Copilot in Azure Quantum - Quantum workload guidance with Copilot integration.
- Copilot in Windows - System-level AI integration in Windows.
- Fabric Copilot - Copilot features for Fabric.
- Copilot+ PC - Windows PCs with integrated NPUs for AI workloads.
- Dynamics 365 Copilot - Embedded generative assistance across Dynamics workloads.
- Fabric Copilot - Copilot features for Fabric.
- Microsoft Copilot - Web-based AI assistant (formerly Bing Chat Enterprise).
- Nuance DAX Copilot - Clinical documentation automation.
- Power Apps AI Copilot - Power Apps AI Copilot.
- Power Automate Copilot - Power Automate cloud flows.
- PowerBI Copilot - Copilot features Power BI.
- Process Mining ingestion - Power Automate Process Mining ingestion.
- Team Copilot - Meeting, collaboration, and project facilitation.
- Viva Copilot - Employee experience and engagement assistance.
- Windows AI Foundry - Platform for local and hybrid AI app development (evolved from Windows Copilot Runtime).
- Windows Copilot Runtime - The set of APIs powered by the 40+ on-device models.
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Agents
- AI Agents for Beginners - A Course - Ten-lesson introduction to building AI agents.
- Agent builder & Plan designer in Power Apps - Design and configure intelligent solutions in Power Apps.
- Agents in Power Platform - Redefine development with AI-first innovation.
- Combine Copilot Agents with Office Add-ins - Enhance Copilot with Office add-in actions for natural language interaction with Office documents.
- Introducing Copilot Actions, new agents, Copilot Control System - New agent capabilities and management tools for IT teams.
- Microsoft 365 Agents SDK - The evolution of the Bot Framework.
- Microsoft Discovery - Graph-based scientific co-reasoning. Specialized discovery agents for conducting research.
- SharePoint Agent - Turn SharePoint sites and documents into interactive agents.
- Microsoft Entra Agent ID - Central registration and governance for organizational AI agents.
- SharePoint Agent - Turn SharePoint sites and documents into interactive agents.
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Copilot Development
- Azure AI Agent Service - Managed agent service in Azure AI Foundry.
- Azure AI Foundry - Portal and SDK for building generative AI solutions.
- Azure AI Agent Service - Managed agent service in Azure AI Foundry.
- Azure AI Foundry - Portal and SDK for building generative AI solutions.
- Community contributed samples for the Microsoft 365 Copilot - Community samples for Microsoft 365 Copilot.
- Copilot Studio March 2025 Update - Added autonomous agents, deep reasoning, and MCP integration.
- Copilot System Overview (video) - Architecture explanation video.
- Copilot Tuning - Low-code model tuning and grounded agent creation.
- Microsoft Copilot Studio - Customization and orchestration environment (formerly Power Virtual Agents).
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Agent Development
- AI Agents for Beginners - A Course - Ten-lesson introduction to building AI agents for Beginners.
- Agent builder & Plan designer in Power Apps - Design and configure intelligent solutions in Power Apps.
- Agents in Power Platform - AI-first no-code development with Copilot agents in Power Platform.
- Combine Copilot Agents with Office Add-ins - Enhance Copilot with Office add-in actions for natural language interaction with Office documents.
- Introducing Copilot Actions, new agents, Copilot Control System - New agent capabilities and management tools for IT teams.
- Microsoft 365 Agents SDK - The evolution of the Bot Framework to build AI Agents.
- Microsoft Discovery - Graph-based scientific co-reasoning. Specialized discovery agents for conducting research.
- Microsoft Entra Agent ID - Central registration and governance for organizational AI agents.
- SharePoint Agent - Turn SharePoint sites and documents into interactive agents.
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Copilot Development
- Community contributed samples for the Microsoft 365 Copilot - Samples for extending Microsoft 365 Copilot features.
- Copilot Studio March 2025 Update - Added autonomous agents, deep reasoning, and MCP integration.
- Copilot System Overview (video) - Copilot Architecture explanation video.
- Copilot Tuning - Low-code model tuning and grounded agent creation.
- Microsoft Copilot Studio - Customization and orchestration environment (formerly Power Virtual Agents).
- Azure AI Agent Service - Managed agent service in Azure AI Foundry.
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Azure AI Search
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Copilot Development
- Azure AI Search Blog - Official Blog.
- Azure AI Search Blog - Official Blog.
- Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - Vector search with hybrid retrieval and reranking.
- Azure AI Search Samples - Official Sample Codes.
- Azure AI Search Documentation - Official Documentation.
- Azure AI Search Multimodal Sample - Demonstrates multimodal ingestion and retrieval patterns.
- Azure AI Search Power Skills - Custom skills for Azure AI Search.
- Azure AI Search Python Playground - A collection of Jupyter notebooks designed to explore the various capabilities of Azure AI Search.
- Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - Vector search with hybrid retrieval and reranking.
- Document-level access control - Document-level access helps restrict content visibility to authorized users, based on predefined access rules.
- Python samples for Azure AI Search - Python samples for Azure AI Search.
- RAG-Knowledge - Sample code for Data Preprocessing, Chunking, Index Design, Query Optimization.
- Relevance scoring in hybrid search using Reciprocal Rank Fusion (RRF) - Reciprocal Rank Fusion (RRF).
- REST examples for Azure AI Search - REST sample requests for search features.
- Vector Search Sample Code - Vector Search Sample Code.
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- Agentic retrieval in Azure AI Search - An automated query engine that creates and runs its own retrieval plan for relevant results to complex questions.
- Azure AI Search Documentation - Official product documentation and tutorials for Azure AI Search.
- Azure AI Search Multimodal Sample - Demonstrates multimodal ingestion and retrieval patterns.
- Azure AI Search Power Skills - Custom skills for Azure AI Search.
- Azure AI Search Python Playground - A collection of Jupyter notebooks designed to explore the various capabilities of Azure AI Search.
- Azure AI Search Samples - Official sample code for Azure AI Search.
- Document-level access control - Document-level access helps restrict content visibility to authorized users, based on predefined access rules.
- Python samples for Azure AI Search - Python samples for Azure AI Search.
- RAG-Knowledge - Sample code for Data Preprocessing, Chunking, Index Design, Query Optimization.
- Relevance scoring in hybrid search using Reciprocal Rank Fusion (RRF) - Reciprocal Rank Fusion (RRF).
- REST examples for Azure AI Search - REST sample requests for search features.
- Vector Search Sample Code - Sample code demonstrating Azure AI Search vector capabilities.
- Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - Vector search with hybrid retrieval and reranking.
- Agentic retrieval in Azure AI Search - An automated query engine that creates and runs its own retrieval plan for relevant results to complex questions.
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Azure AI Services
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Copilot Development
- Azure AI Content Understanding - Azure AI Content Understanding: Transforming Multimodal Data into Insights.
- Assistants API - Code Interpreter, Function calling, Knowledge retrieval tool, and Threads.
- Azure AI Foundry Agent Service - Azure AI Foundry Agent Service.
- Azure AI Foundry Fine Tuning - Azure AI Foundry Fine Tuning.
- Azure AI Foundry SDK - Unified SDK with pre-built app templates.
- Introducing Deep Research in Azure AI Foundry Agent Service - Deep Research capabilities in Azure AI Foundry Agent Service.
- Artificial Intelligence Architecture Design - Overview of Azure AI services and solution patterns.
- Assistants API - Code Interpreter, Function calling, Knowledge retrieval tool, and Threads.
- Azure AI Content Understanding - Azure AI Content Understanding: Transforming Multimodal Data into Insights.
- Azure AI Foundry - Azure AI Foundry portal (formerly Azure AI Studio).
- Azure AI Foundry Agent Service - Azure AI Foundry Agent Service.
- Azure AI Foundry Fine Tuning - Azure AI Foundry Fine Tuning.
- Azure AI Foundry SDK - Unified SDK with pre-built app templates.
- Introducing Deep Research in Azure AI Foundry Agent Service - Deep Research capabilities in Azure AI Foundry Agent Service.
- Responses API - Responses API in Azure AI Foundry.
- Weights & Biases with Azure - Weights & Biases with Azure.
- Weights & Biases with Azure - Weights & Biases with Azure.
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- Azure AI Foundry - Azure AI Foundry portal (formerly Azure AI Studio).
- Artificial Intelligence Architecture Design - Overview of Azure AI services and solution patterns.
- Responses API - Chat Completions API with the advanced tool-calling capabilities.
- Assistants API - Code Interpreter, Function calling, Knowledge retrieval tool, and Threads.
- Azure AI Content Understanding - Azure AI Content Understanding: Transforming Multimodal Data into Insights.
- Azure AI Foundry Agent Service - Azure AI Foundry Agent Service to create enterprise-grade, multi-agent systems.
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Microsoft Research
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Copilot Development
- Azure AI Foundry Labs - Research driven tools and experimental projects.
- Data Formulator - AI-powered Concept-driven Visualization Authoring.
- Data Formulator 2 - Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way.
- AutoGen Studio - A No-Code Developer Tool for Building and Debugging Multi-Agent Systems.
- GraphRAG (by Microsoft) - RAG with a graph-based approach to efficiently answer both specific and broad questions over large text corpora1.
- AutoGen Studio - A No-Code Developer Tool for Building and Debugging Multi-Agent Systems.
- Azure AI Foundry Labs - Research driven tools and experimental projects.
- Data Formulator - AI-powered Concept-driven Visualization Authoring.
- Data Formulator 2 - Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way.
- Data Science Toolkit - 🏆Data Science Toolkit.
- GraphRAG (by Microsoft) - RAG with a graph-based approach to efficiently answer both specific and broad questions over large text corpora1.
- Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion - K-LaMP. Contextual memory layer for LLM application.
- Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion - K-LaMP. Contextual memory layer for LLM application.
- Magentic-One - A Generalist Multi-Agent System for Solving Complex Tasks.
- Magentic-UI - Magentic-UI, built on Magentic-One, can browse the web, run Python and shell code, and process files.
- Microsoft AI Diagnostic Orchestrator (MAI-DxO) - Multi-Agent System. Accurately diagnoses up to 85% of NEJM case proceedings, which is over four times the rate achieved by a group of experienced physicians.
- MarS - A Financial Market Simulation Engine Powered by Generative Foundation Model - Financial market simulation using generative AI.
- MatterGen - Generative model for inorganic materials design.
- Microsoft AI Diagnostic Orchestrator (MAI-DxO) - Multi-Agent System. Accurately diagnoses up to 85% of NEJM case proceedings, which is over four times the rate achieved by a group of experienced physicians.
- Microsoft Office Copilot: Natural Language Commanding via Program Synthesis - Semantic Interpreter, a natural language-friendly AI system for productivity software such as Microsoft Office that leverages large language models (LLMs) to execute user intent across application features.
- Microsoft Office Copilot: Natural Language Commanding via Program Synthesis - Semantic Interpreter, a natural language-friendly AI system for productivity software such as Microsoft Office that leverages large language models (LLMs) to execute user intent across application features.
- NL2KQL - From Natural Language to Kusto Query.
- Optimizing Model Selection for Compound AI Systems - A framework that automatically optimizes model selection for compound AI systems.
- R&D-Agent-Quant - R&D-Agent for Quantitative Finance, in short RD-Agent(Q), the first data-centric multi-agent framework designed to automate the full-stack research and development of quantitative strategies via coordinated factor-model co-optimization.
- NL2KQL - From Natural Language to Kusto Query.
- Optimizing Model Selection for Compound AI Systems - A framework that automatically optimizes model selection for compound AI systems.
- R&D-Agent-Quant - R&D-Agent for Quantitative Finance, in short RD-Agent(Q), the first data-centric multi-agent framework designed to automate the full-stack research and development of quantitative strategies via coordinated factor-model co-optimization.
- SpreadsheetLLM - Introduces an efficient method to encode Excel sheets, outperforming previous approaches with 25 times fewer tokens.
- SpreadsheetLLM - Introduces an efficient method to encode Excel sheets, outperforming previous approaches with 25 times fewer tokens.
- Azure AI Foundry Labs - Research driven tools and experimental projects.
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- Data Science Toolkit - Open-source collection of proven ML and AI implementation accelerators.
- Magentic-One - A Generalist Multi-Agent System for Solving Complex Tasks.
- Magentic-UI - Magentic-UI, built on Magentic-One, can browse the web, run Python and shell code, and process files.
- MarS - A Financial Market Simulation Engine Powered by Generative Foundation Model - Financial market simulation using generative AI.
- MatterGen - Generative model for inorganic materials design.
- PromptWizard - The prompt optimization through feedback-driven self-evolving prompts.
- AutoGen Studio - A No-Code Developer Tool for Building and Debugging Multi-Agent Systems.
- Data Formulator - AI-powered Concept-driven Visualization Authoring.
- Data Formulator 2 - Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way.
- GraphRAG (by Microsoft) - RAG with a graph-based approach to efficiently answer both specific and broad questions over large text.
- Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion - K-LaMP. Contextual memory layer for LLM application.
- Microsoft AI Diagnostic Orchestrator (MAI-DxO) - Multi-Agent System. Accurately diagnoses up to 85% of NEJM case proceedings, which is over four times the rate achieved by a group of experienced physicians.
- Microsoft Office Copilot: Natural Language Commanding via Program Synthesis - Semantic Interpreter, a natural language-friendly AI system for productivity software such as Microsoft Office that leverages large language models (LLMs) to execute user intent across application features.
- NL2KQL - From Natural Language to Kusto Query.
- Optimizing Model Selection for Compound AI Systems - A framework that automatically optimizes model selection for compound AI systems.
- PromptWizard - The prompt optimization through feedback-driven self-evolving prompts.
- R&D-Agent-Quant - R&D-Agent for Quantitative Finance, in short RD-Agent(Q), the first data-centric multi-agent framework designed to automate the full-stack research and development of quantitative strategies via coordinated factor-model co-optimization.
- SpreadsheetLLM - Introduces an efficient method to encode Excel sheets, outperforming previous approaches with 25 times fewer tokens.
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Azure OpenAI Application
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- Azure Cosmos DB + OpenAI ChatGPT - Integration sample with Cosmos DB and chat interface.
- AI Dev Gallery - Windows application featuring interactive samples powered by local AI models.
- An open-source template gallery - An open-source template gallery to get started with Azure.
- ARGUS - Hybrid approach with Azure Document Intelligence combined and GPT4-Vision to get better results without any pre-training.
- Azure AI CLI - Interactive command-line tool for AI.
- Azure OpenAI Embeddings QnA - Embeddings-powered Q&A sample.
- C# ChatGPT + Enterprise Data - C# reference app using Azure AI Search and Azure OpenAI.
- Chat with Your Data Accelerator - Accelerator for grounding chat on custom data sources.
- ChatGPT + Enterprise Data RAG (Retrieval-Augmented Generation) - Enterprise RAG sample integrating Azure OpenAI and Azure AI Search.
- ChatGPT Plugin Quickstart using Python and FastAPI - Sample plugin implementation using Python and FastAPI.
- GPT-Azure-Search-Engine - Integration of Azure Bot Service with LangChain.
- Miyagi - Integration demo spanning multiple LangChain libraries.
- Prompt Buddy - Share and upvote favorite AI prompts.
- Simple ChatGPT UI Application - Scalable web UI pattern for Azure OpenAI chat.
- Smart Components - Experimental, end-to-end AI features for .NET apps.
- VoiceRAG - Voice-enabled RAG using Azure AI Search and GPT-4o Realtime.
- eShopSupport - A reference .NET application using AI for a customer support ticketing system.
- eShopSupport - A reference .NET application using AI for a customer support ticketing system.
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Copilot Development
- AI Dev Gallery - Windows application featuring interactive samples powered by local AI models.
- An open-source template gallery - AI template collection.
- ARGUS - Hybrid approach with Azure Document Intelligence combined and GPT4-Vision to get better results without any pre-training.
- Azure AI CLI - Interactive command-line tool for AI.
- Azure Cosmos DB + OpenAI ChatGPT - Integration sample with Cosmos DB and chat interface.
- Azure OpenAI Embeddings QnA - Embeddings-powered Q&A sample.
- C# ChatGPT + Enterprise Data - C# reference app using Azure AI Search and Azure OpenAI.
- Chat with Your Data Accelerator - Accelerator for grounding chat on custom data sources.
- ChatGPT + Enterprise Data RAG (Retrieval-Augmented Generation) - Enterprise RAG sample integrating Azure OpenAI and Azure AI Search.
- ChatGPT Plugin Quickstart using Python and FastAPI - Sample plugin implementation using Python and FastAPI.
- GPT-Azure-Search-Engine - Integration of Azure Bot Service with LangChain.
- Miyagi - Integration demo spanning multiple LangChain libraries.
- Prompt Buddy - Share and upvote favorite AI prompts.
- Simple ChatGPT UI Application - Scalable web UI pattern for Azure OpenAI chat.
- Smart Components - Experimental, end-to-end AI features for .NET apps.
- VoiceRAG - Voice-enabled RAG using Azure AI Search and GPT-4o Realtime.
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Use Case & Architecture References
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- AI gateway capabilities in Azure API Management - Semantic Caching. Azure AI Content Safety. LLM policies (llm-token-limit, llm-emit-metric, llm-content-safety).
- AI decision tree - Selecting the most suitable tools and platforms for your generative and nongenerative AI use cases.
- Azure AI Services Landing Zone - Azure AI Landing Zone with Terraform.
- Baseline Agentic AI Systems Architecture - Baseline Agentic AI Systems Architecture to build multiple conversable agents system.
- Designing and developing a RAG solution - Designing and developing a RAG solution: RAG application flow, RAG data pipeline flow.
- How real-world businesses are transforming with AI - Collected over 200 examples of how organizations are leveraging Microsoft AI capabilities.
- How to develop AI Apps and Agents in Azure – A Visual Guide - A Visual map to help you decide which Azure AI service is best for your use case.
- Partner Resources: AI & ML Academy - Comprehensive learning resources for partners and developers.
- Responsible AI Transparency Report - Responsible AI Transparency Report.
- Safeguard and trustworthy generative AI applications - Announcing new tools in Azure AI to help you build more secure and trustworthy generative AI applications.
- Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
- An Introduction to LLMOps - Operationalizing and Managing Large Language Models using Azure ML.
- Optimize Azure OpenAI Applications with Semantic Caching - Semantic cache pattern for latency and cost reduction.
- Using Keyless Authentication with Azure OpenAI - Entra ID token-based access to Azure OpenAI.
- AI Agent-Driven Auto Insurance Claims RAG Pipeline - Agent-driven claims processing reference.
- AI Feed - Azure AI news, events, and discussions.
- Azure Command Companion - Azure CLI Command Generation to translate natural language into the appropriate Azure CLI commands.
- Azure OpenAI and Call Center Modernization - Azure OpenAI use case to improve its customer service and reduce the cost and time of handling customer calls.
- Azure OpenAI Landing Zone reference architecture - Azure OpenAI Landing Zone is a reference architecture that integrates a variety of services to create a seamless infrastructure for running OpenAI workloads.
- Integrate private access to your Azure Open AI Chatbot - Integrate private access to your Azure Open AI Chatbot.
- NL to SQL Architecture Alternative - LLM to dynamically generate SQL queries, execute those SQL queries.
- Retrieval Augmented Fine Tuning - RAFT: Combining the best parts of RAG and fine-tuning (SFT).
- Revolutionize your Enterprise Data with ChatGPT - Revolutionize your Enterprise Data with ChatGPT.
- Security Best Practices for GenAI Applications (OpenAI) in Azure - The best practices of security for GenAI applications in Azure.
- Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
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Copilot Development
- AI Feed - Azure AI news, events, and discussions.
- An Introduction to LLMOps - Operationalizing and Managing Large Language Models using Azure ML.
- AI decision tree - Selecting the most suitable tools and platforms for your generative and nongenerative AI use cases.
- AI Feed - Azure AI news, events, and discussions.
- AI gateway capabilities in Azure API Management - Semantic Caching. Azure AI Content Safety. LLM policies (llm-token-limit, llm-emit-metric, llm-content-safety).
- An Introduction to LLMOps - Operationalizing and Managing Large Language Models using Azure ML.
- Azure OpenAI Best Practices Insights from Customer Journeys - LLMLingua, Skeleton Of Thought.
- Azure AI Services Landing Zone - Azure AI Services Landing Zone.
- Azure OpenAI Best Practices Insights from Customer Journeys - LLMLingua, Skeleton Of Thought.
- Azure OpenAI chat baseline architecture - Designing your production enterprise chat applications.
- Azure OpenAI chat baseline architecture - Designing your production enterprise chat applications.
- Baseline Agentic AI Systems Architecture - Baseline Agentic AI Systems Architecture.
- Build language model pipelines with memory - Build language model pipelines with memory.
- Build language model pipelines with memory - Build language model pipelines with memory.
- Grounding LLMs - Retrieval-Augmented Generation (RAG).
- Designing and developing a RAG solution - Designing and developing a RAG solution.
- Grounding LLMs - Retrieval-Augmented Generation (RAG).
- How real-world businesses are transforming with AI - Collected over 200 examples of how organizations are leveraging Microsoft AI capabilities.
- How to develop AI Apps and Agents in Azure – A Visual Guide - A Visual map to help you decide which Azure AI service is best for your use case.
- Partner Resources: AI & ML Academy - Comprehensive learning resources for partners and developers.
- Retrieval Augmented Fine Tuning - RAFT: Combining the best parts of RAG and fine-tuning (SFT).
- Responsible AI Transparency Report - Responsible AI Transparency Report.
- Retrieval Augmented Fine Tuning - RAFT: Combining the best parts of RAG and fine-tuning (SFT).
- Revolutionize your Enterprise Data with ChatGPT - Revolutionize your Enterprise Data with ChatGPT.
- Revolutionize your Enterprise Data with ChatGPT - Revolutionize your Enterprise Data with ChatGPT.
- Safeguard and trustworthy generative AI applications - Announcing new tools in Azure AI to help you build more secure and trustworthy generative AI applications.
- AI Platform Blog - AI Platform Blog.
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18
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