The article outlines a production hybrid RAG architecture that fuses dense vector embeddings, Neo4j graph traversals, and TypeSafe's Jev semantic decision engine to achieve sub‑150 ms latency and high‑precision retrieval. By combining these techniques, the system surpasses the limitations of naive vector‑only search.