The RAG Death Narrative Misses the Point: Why Hybrid Retrieval Strategies Win

The viral claim that RAG is dead oversimplifies a nuanced reality. Vector search excels at fast, multi-document retrieval, while reasoning-based methods like PageIndex deliver superior precision on structured, long-form content. Rather than declaring a winner, the practical future lies in hybrid architectures—combining vector search for document discovery with reasoning-based retrieval for precise answer extraction. Understanding these complementary strengths is essential for building effective retrieval systems.