// tag
#RAG
4 posts
OmniVec Turns Embedding Synchronization into an Azure Pipeline
Microsoft's open-source OmniVec platform connects operational data, embedding models, and vector stores with change tracking, backfill, and a manageable Azure deployment.
Integrated Embeddings in Cosmos DB Remove One of the Most Annoying AI Plumbing Jobs
Integrated Embeddings in Azure Cosmos DB are now in public preview. The big win is simple: embeddings stay in sync with your data without forcing you to build and maintain a separate update pipeline.
Azure SQL Can Generate Embeddings Now — In Pure T-SQL, No App Layer Needed
AI_GENERATE_EMBEDDINGS and CREATE EXTERNAL MODEL are now GA in Azure SQL Database and Managed Instance. RAG pipelines built entirely in T-SQL, no data movement required.
LangChain + Azure Cosmos DB for Agentic Apps and RAG
langchain-azure-cosmosdb is a new Python package that consolidates vector search, chat history, agent state checkpointing, semantic caching, and long-term memory into a single Azure Cosmos DB for NoSQL backend.