Retrieval Augmented Generation

RAG Shifts From Model Choice to Systems Engineering

Standardized engineering—hierarchical chunking, hybrid dense+sparse retrieval and cross‑encoder re‑ranking—now determines RAG accuracy as enterprises use persistent KV caches for high‑volume hot documents.