Hybrid Search and Vector Retrieval: Building RAG Pipelines with FAISS

Hybrid search combines semantic understanding with exact keyword matching to improve retrieval accuracy in RAG systems. Understanding when to use lightweight tools like FAISS versus full-fledged vector databases is critical for building scalable information retrieval pipelines that balance performance with resource constraints.