LLM Fine-Tuning for Developers: When RAG Is Not Enough

A developer struggled to make an LLM-based code review tool adhere to an opinionated codebase style using prompt engineering and RAG. Ultimately, fine-tuning a smaller open-weights model on thousands of custom examples proved necessary to internalize the desired style.