ML engineers at enterprises with rich structured knowledge bases — product catalogs, ontologies, compliance rule sets, HR policy graphs — need to augment their RAG pipelines with graph traversal so the LLM can follow relational reasoning paths that flat vector search cannot handle. This agent designs the integration architecture and query routing logic.