Amplify the Expert: A Philosophy for Building Enterprise RAG

Enterprise RAG systems should amplify human experts, not replace them. The thesis drives architectural choices: vector stores as fallback, deterministic dispatchers over autonomous agents, and expert dictionaries over fine-tuned embeddings. The system scales existing judgment from lawyers, underwriters, and compliance officers.