data engineering , state management , Java, Amazon Web Services, Machine Learning, Python, Orchestration, quality evaluation, applied artificial intelligence, retrieval, tool-enabled workflow automation, re-ranking, Indexing, cloud-native services, grounding methods, embedding-based search