The Engineering Discipline Behind Production RAG

RAG pipelines often succeed in prototypes but silently degrade in production—not due to model limitations, but engineering oversight. This article reveals why production RAG requires deliberate attention to chunking strategy, hybrid retrieval mechanisms, and observability instrumentation that most teams overlook until users encounter hallucinations and retrieval failures.