When (Not) to Use Vector DB
Published: (December 16, 2025 at 11:30 AM EST)
1 min read
Source: Towards Data Science
Source: Towards Data Science
Source: Towards Data Science
The Problem: Why Standard RAG Fails The Vocabulary Mismatch Problem Imagine you've built a beautiful RAG system. You've indexed thousands of documents, created...
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!Cover image for Chunk Boundary and Metadata Alignment: The Hidden Source of RAG Instabilityhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,...
It has become increasingly clear in 2025 that retrieval augmented generation RAG isn't enough to meet the growing data requirements for agentic AI. RAG emerged...