RAG Is Simpler Than You Think

RAG stacks are often over-engineered. Start with BM25 full-text search, then add query rewriting, reranking, or on-the-fly embeddings only when data proves the need. OpenAI's text-embedding-3-small costs about $15 monthly at 1,000 queries daily, but adds 200-500ms latency.