• Azure AI Content Understanding - ✍️Transforming Multimodal Data into Insights.
• Azure AI Foundry - ✍️Azure AI Foundry portal (formerly Azure AI Studio). (19 Nov 2024)
• Responses API - ✍️Chat Completions API with the advanced tool-calling capabilities.
• Artificial Intelligence Architecture Design - ✍️Overview of Azure AI services and solution patterns.
• Assistants API - ✍️Code Interpreter, Function calling, Knowledge retrieval tool, and Threads. (06 Feb 2024)
• Azure AI Foundry SDK - ✍️Unified SDK with pre-built app templates. (19 Nov 2024)
• Introducing Deep Research in Azure AI Foundry Agent Service - ✍️Deep Research capabilities in Azure AI Foundry Agent Service. (7 Jul 2025)
• Azure AI Foundry Fine Tuning - ✍️Reinforcement Fine-Tuning (RFT) with o4-mini. (20 May 2025)
• Weights & Biases with Azure - Fine-Tuning with ✍️Weights & Biases and Azure OpenAI.
• Azure AI Foundry Agent Service - ✍️Azure AI Foundry Agent Service to create enterprise-grade, multi-agent systems. (20 May 2025)

Copilot Development

• 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.
• 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.
• Weights & Biases with Azure - Weights & Biases with Azure.

• Data Science Toolkit - ✍️Open-source collection of proven ML and AI implementation accelerators.
• Fara-7B - ✨An Efficient Agentic Model for Computer Use. (24 Nov 2025) 
• GraphRAG (by Microsoft) - ✍️RAG with a graph-based approach to efficiently answer both specific and broad questions over large text. (24 Apr 2024)
• Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion - ✍️K-LaMP. Contextual memory layer for LLM application. (10 Nov 2023)
• 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. (4 Sep 2024) 
• MatterGen - ✍️Generative model for inorganic materials design. (13 May 2024)
• 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. (6 Jun 2023)
• AsyncThink - ✍️Asynchronous thinking protocol with organizer/worker fork–join actions extending sequential and parallel paradigms. (30 Oct 2025)
• **github stars**
• 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. (21 May 2025)
• SpreadsheetLLM - ✍️Introduces an efficient method to encode Excel sheets, outperforming previous approaches with 25 times fewer tokens. (12 Jul 2024)
• AutoGen Studio - ✍️A No-Code Developer Tool for Building and Debugging Multi-Agent Systems. (9 Aug 2024)
• Data Formulator - ✍️AI-powered Concept-driven Visualization Authoring. (18 Sep 2023)
• NL2KQL - ✍️From Natural Language to Kusto Query. (3 Apr 2024)
• Azure AI Foundry Labs - ✍️Research driven tools and experimental projects.
• VibeVoice - ✍️Open-Source Text-to-Speech. (26 Aug 2025)
• Optimizing Model Selection for Compound AI Systems - ✍️A framework that automatically optimizes model selection for compound AI systems. (20 Feb 2025)
• PromptWizard - ✍️The prompt optimization through feedback-driven self-evolving prompts. (17 Dec 2024)
• Data Formulator 2 - ✍️Iterative Creation of Data Visualizations, with AI Transforming Data Along the Way. (18 Sep 2023)
• VibeVoice - ✍️Open-Source Text-to-Speech.

Copilot Development

• 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.
• 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.
• 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.
• 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.
• Azure AI Foundry Labs - Research driven tools and experimental projects.

• An Introduction to LLMOps - ✍️Operationalizing and Managing Large Language Models using Azure ML. (27 Aug 2023)
• Azure OpenAI Best Practices Insights from Customer Journeys - ✍️Best Practices for Azure OpenAI Resources. (12 Jun 2024)
• Partner Resources: AI & ML Academy - ✍️Comprehensive learning resources for partners and developers.
• Securing Azure AI Applications - ✍️The emerging threats and how to defend your Azure AI stack. (26 Nov 2025)
• AI Agent-Driven Auto Insurance Claims RAG Pipeline - ✍️Agent-driven claims processing reference. (09 Sep 2024)
• AI decision tree - ✍️Selecting the most suitable tools and platforms for your generative and nongenerative AI use cases.
• AI gateway capabilities in Azure API Management - ✍️Semantic Caching. Azure AI Content Safety. LLM policies (llm-token-limit, llm-emit-metric, llm-content-safety). (01 May 2025)
• Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
• Authentication and Authorization in Generative AI applications with Entra ID and Azure AI Search - ✍️Authentication in AI applications with Entra ID and Azure AI Search. (09 Jan 2024)
• Azure Command Companion - ✍️Azure CLI Command Generation to translate natural language into the appropriate Azure CLI commands. (10 Dec 2023)
• Designing and developing a RAG solution - ✍️Designing a RAG application flow, RAG data pipeline flow.
• Grounding LLMs - ✍️Use-cases for Grounding & Retrieval-Augmented Generation (RAG). (09 Jun 2023)
• How real-world businesses are transforming with AI - ✍️Collected over 200 examples of how organizations are leveraging Microsoft AI capabilities. (12 Nov 2024)
• Retrieval Augmented Fine Tuning - ✍️RAFT: Combining the best parts of RAG and fine-tuning (SFT). (25 Sep 2024)
• Safeguard and trustworthy generative AI applications - ✍️Announcing new tools in Azure AI to help you build more secure and trustworthy generative AI applications. (28 Mar 2024)
• Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
• Azure OpenAI Landing Zone reference architecture - ✍️A reference architecture that integrates a variety of services to create a seamless infrastructure for running OpenAI workloads. (24 Jul 2023)
• Revolutionize your Enterprise Data with ChatGPT - ✍️One of well-known RAG application sample utilizing Azure. (09 Mar 2023)
• Responsible AI Transparency Report - Responsible AI Transparency Report.
• Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
• **github stars**
• Copilot Custom Agents for .NET Developers: C# Expert & WinForms Expert - ✍️First two experimental custom agents for .NET developers: C# Expert and WinForms Expert.
• Integrate private access to your Azure Open AI Chatbot - ✍️Private access solutions to your Azure Open AI Chatbot. (30 Nov 2023)
• NL to SQL Architecture Alternative - ✍️LLM to dynamically generate SQL queries, execute those SQL queries. (14 May 2024)
• Optimize Azure OpenAI Applications with Semantic Caching - ✍️Semantic cache pattern for latency and cost reduction. (09 Apr 2024)
• Using Keyless Authentication with Azure OpenAI - ✍️Entra ID token-based access to Azure OpenAI. (12 Apr 2024)
• AI Feed - ✍️Azure AI news, events, and discussions.
• Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
• Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
• Azure AI Services Landing Zone - ✨Azure AI Landing Zone with Terraform. (24 Jul 2023) 
• 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. (4 Dec 2024)
• Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
• Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
• Azure OpenAI and Call Center Modernization - ✍️Azure OpenAI and Call use case to improve its customer service and reduce the cost and time of handling customer calls. (11 Apr 2024)
• Baseline Agentic AI Systems Architecture - ✍️Agentic AI Systems Architecture to build multiple conversable agents system. (20 Aug 2024)
• Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
• Azure OpenAI chat baseline architecture - ✍️Designing your production enterprise chat applications.
• Baseline OpenAI end-to-end chat reference architecture - ✍️Azure AI Foundry chat reference architecture.
• Build language model pipelines with memory - ✍️Baseline Azure AI Foundry chat reference architecture.
• Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback - ✍️Improving Large Language Models with External Knowledge and Automated Feedback. (07 Mar 2023)
• Microsoft AI / Responsible AI - ✍️Responsible AI resources from Microsoft.
• Responsible AI Transparency Report - ✍️Responsible AI Transparency Report about key investments in responsible AI tools, policies, and practices.
• Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
• Azure AI Foundry Blog - Azure AI Foundry Blog for Azure AI news, events.
• Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
• Azure AI Foundry Blog - ✍️Azure AI Foundry Blog for Azure AI news, events.
• Build Long-Running AI Agents on Azure App Service with Microsoft Agent Framework - ✍️Multi-Agent Workflow Travel Planner With WebJob.
• Chat with your Azure DevOps data - ✍️The solution leverages Azure DevOps CLI to periodically export ADO Work Items as JSON and store them in Azure Blob storage. (10 Jan 2024)
• Security Best Practices for GenAI Applications (OpenAI) in Azure - ✍️The best practices of security for GenAI applications in Azure. (16 Jan 2024)
• Sovereign controls in data processing for Microsoft 365 Copilot - ✍️Microsoft 365 Data Residency and Processing commitments map.

Copilot Development

• AI Feed - Azure AI news, events, and discussions.
• An Introduction to LLMOps - Operationalizing and Managing Large Language Models using Azure ML.
• Azure OpenAI chat baseline architecture - Designing your production enterprise chat applications.
• Azure OpenAI Best Practices Insights from Customer Journeys - LLMLingua, Skeleton Of Thought.
• Build language model pipelines with memory - Build language model pipelines with memory.
• Grounding LLMs - Retrieval-Augmented Generation (RAG).
• 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.
• AI Platform Blog - AI Platform Blog.

• Document-level access control - ✍️Document-level access helps restrict content visibility to authorized users, based on predefined access rules. (20 May 2025)
• Python samples for Azure AI Search - ✨Python samples used in Azure AI Search Documentation. (Apr 2019) 
• Vector Search Sample Code - ✨Sample code demonstrating Azure AI Search vector capabilities. (Oct 2019) 
• RAG-Knowledge - ✨Sample code for Data Preprocessing, Chunking, Index Design, Query Optimization. (Jun 2024) 
• **github stars**
• **github stars**
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• **github stars**
• **github stars**
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• **github stars**
• **github stars**
• **github stars**
• Azure AI Search Python Playground - ✨A collection of Jupyter notebooks designed to explore the various capabilities of Azure AI Search. (Feb 2024) 
• Azure AI Search Blog - ✍️News, best practices, and updates for Azure AI Search.
• Integrated vectorization - ✍️Automatically splits documents into chunks, creates embeddings with Azure OpenAI, maps them to an Azure AI Search index, and automates query vectorization. (24 Aug 2024)
• Azure AI Search Samples - ✨Official sample code for Azure AI Search. 
• Azure AI Search Demos using Jupyter Notebook - ✨Jupyter notebooks that demonstrate vector search, hybrid search, image search, RAG, and evaluation. (Sep 2024) 
• Azure AI Search OpenAI Purview Data Security Demo - ✨Demo integrating Azure Search, OpenAI, and Purview data security. (Jun 2025) 
• Agentic retrieval in Azure AI Search - ✍️An automated query engine that creates and runs its own retrieval plan for relevant results to complex questions. (20 May 2025)
• Azure AI Search Documentation - ✍️Official product documentation and tutorials for Azure AI Search.
• Azure AI Search Multimodal Sample - ✨Demonstrates multimodal ingestion and retrieval patterns. (May 2025) 
• Azure AI Search Power Skills - ✨Custom skills for Azure AI Search. (Jun 2019) 
• Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - ✍️Vector search with hybrid retrieval and reranking. (18 Sep 2023)
• Relevance scoring in hybrid search - ✍️Hybrid search with Reciprocal Rank Fusion (RRF).
• REST examples for Azure AI Search - ✨REST sample requests for search features. (Apr 2019) 

Copilot Development

• Azure AI Search Blog - Official Blog.
• Azure AI Search: Outperforming vector search with hybrid retrieval and reranking - Vector search with hybrid retrieval and reranking.

Copilot Products

• Copilot in Windows - System-level AI integration in Windows.
• Fabric Copilot - Copilot features for Fabric.

Copilot Development

• Azure AI Foundry - Portal and SDK for building generative AI solutions.
• Azure AI Agent Service - Managed agent service in Azure AI Foundry.

Agents

• SharePoint Agent - Turn SharePoint sites and documents into interactive agents.