Vector Databases in Practice: Building a Realistic Hybrid Search RAG System with Qdrant

Feb 4 · 14 min read · Vector databases are often introduced as tools for semantic similarity search. In practice, that understanding breaks down the moment you try to build a real RAG system. In this article, I explain what vector databases actually do inside modern retri...