Totally, spending time developing the muscles to build more advanced RAG workflows is first and foremost a data modeling and data engineering challenge -- deve

Totally, spending time developing the muscles to build more advanced RAG workflows is first and foremost a data modeling and data engineering challenge -- developing the hierarchical data modeling expertise, taking advantage of the structure and flexibility of the document model, chunking, and real time memory requirements combined with the power of vector embeddings and advanced query and filter capabilities is a skill that will last, irrespective of the popular model, service provider, cloud platform or framework du jour.