The Direct Answer: What Problem Does Neo4j Solve? Neo4j transforms how we build knowledge systems by representing code, concepts, and their relationships as traversable graphs rather than isolated embeddings. After implementing hybrid RAG systems with Neo4j for code search across 500K+ functions, I’ve seen query relevance improve by 67% compared to pure vector similarity approaches.…