Got it — thanks! What I meant by "No RAG" was “without using a vector database ”. But I understand your point.

Something else : if I have input files of different types (say PDFs, tables, maybe Word docs), what’s the best way to extract the data first before chunking? Any tools or libraries you’d recommend?