Fine-Tuning's Revenge: Why RAG Is Losing Ground Fast The Cracks in RAG's Armor Are Showing RAG promised cheap, flexible intelligence by bolting retrieval onto frozen models. The reality after two years of production deployments is messier. Retrieval pipelines add latency, hallucinate citations, and require constant vector store babysitting that teams underestimate until the bills arrive....