Fine Tuning

RAG vs fine-tuning: which should you use for production LLM applications in 2027?

Direct Answer Start with RAG. In 2027, retrieval is the default for any production LLM application whose knowledge changes, needs citations, or spans a controlled corpus. Reach for fine-tuning only to fix a named failure: tone drift, latenc…