Trying out Microsoft’s Graph RAG
Explores Microsoft's Graph RAG, an advanced RAG technique using knowledge graphs to answer global questions about datasets, with a hands-on setup guide.
Geert Baeke explains how to build a cloud-native AI Agent Server using AG-UI and Microsoft Agent Framework, showcasing a Python backend with real-time streaming, standardized agent communication, and Azure-ready deployment.
50 articles from this blog
Explores Microsoft's Graph RAG, an advanced RAG technique using knowledge graphs to answer global questions about datasets, with a hands-on setup guide.
Summary of Microsoft Build 2024 keynote on AI transformation, from information access to actionable expertise, featuring Microsoft Copilot.
Explains how to use LiteLLM to load balance OpenAI API calls across multiple Azure instances to avoid rate limits.
Explains how to use Azure OpenAI with your own data via Semantic Kernel, focusing on RAG and Azure AI Search integration.
Explores building a SharePoint chatbot using Copilot Studio, covering setup, benefits, and key limitations like search type and file size.
A guide on integrating Microsoft Prompt Flow into a Python Streamlit app to build an AI-powered image search using Azure AI Search and OpenAI.
A technical guide on building intelligent bots by combining Microsoft's low-code Copilot Studio with the Azure OpenAI Assistants API.
A tutorial on building a chat bot using the OpenAI Assistants API and the Microsoft Bot Framework SDK, with a focus on Python implementation.
Explains how to implement document retrieval with the Azure OpenAI Assistants API using a custom RAG approach, as the retrieval tool is not yet natively supported.
A guide to creating custom tools (functions) for the Azure OpenAI Assistants API, including setup, definition, and execution.
Explores Microsoft's Azure OpenAI Assistants API, a stateful API for building copilot-like apps with tools like Code Interpreter.
A guide on deploying a Prompt Flow application using Docker, including converting to a chat flow and building the container image.
A tutorial on building and deploying an LLM-based AI application using Prompt Flow in Visual Studio Code, from setup to containerization.
A technical guide on building an Azure AI Search index using a custom skill and the Python SDK, focusing on image search with vectorization.
Building an image search system using GPT-4 Vision and Azure AI to find images via text queries or similar pictures.
Explains how to use Azure AI Search's integrated vectorization for automatic query and field vectorization, with portal and indexer examples.
A tutorial on building a custom GPT with FastAPI and Azure AI Search to answer questions about blog content using custom actions.
A technical guide exploring the OpenAI Assistants API, covering its core concepts and demonstrating how to create an assistant with the Code Interpreter tool.
Explains how to use Radius recipes to deploy Redis and configure gateways for multi-container applications, with examples in Bicep.
A hands-on exploration of Microsoft's Radius, an open-source tool for describing, deploying, and managing applications using Bicep and Kubernetes.