MLops, Ontology, embeddings, graph retrieval, knowledge engineering, AI ML data foundations, knowledge graphs, Taxonomy, LLMOps integration, prompt context packaging, semantic consistency, data readiness governance, chunking, AI data engineering, semantic layers, data contracts, agent memory management, entity resolution, context engineering, vector stores, Caching, AI data governance, privacy security-by-design, hybrid search, data product design, ranking