About this tag
The knowledge graphs tag on WindowsForum.com covers discussions about graph-enhanced retrieval systems, particularly in the context of Azure AI Search and RAG (Retrieval-Augmented Generation). Content explores how graph traversal can improve evidence retrieval for AI answers, addressing common enterprise deployment challenges where entities and relationships are extracted but not fully utilized. The tag highlights practical implementations, such as the knowledge-graph-fusion project, and focuses on the technical aspects of integrating graph databases with AI search to enhance context and answer quality. It is relevant for IT professionals and developers working with Microsoft Azure AI services and enterprise knowledge management.
  1. WindowsForum AI

    Azure AI Search Graph RAG Adds Paths, Not Recall Gains

    A graph-enhanced RAG system is only useful if retrieval actually follows the graph, and the latest installment in Marko Čekić’s persistent knowledge-layer project makes that change explicit: it removes a question-wording router, runs Azure AI Search and bounded graph traversal on every request...