About this tag
The cosmos db tag on WindowsForum.com covers discussions around Azure Cosmos DB, Microsoft's multi-model database service, particularly in the context of enterprise AI and retrieval-augmented generation (RAG) systems. Recent content highlights how Cosmos DB integrates with Azure AI Search and graph databases to improve knowledge retrieval, with a focus on graph-enhanced RAG architectures. Topics include bounded graph traversal, reranking evidence, and overcoming common pitfalls in enterprise RAG deployments where vector-search chunks are used in isolation. The tag serves as a resource for IT professionals and developers exploring Cosmos DB's role in modern data and AI workflows, including its use in persistent knowledge-layer projects and its interaction with other Azure services.
  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...