Retrieval Is Filtering, Not Search for RAG

Enterprise RAG retrieval should be treated as filtering on structured tables, not search. The mental model uses keyword matching on line_df and toc_df, then expands context from small anchors. This mirrors professional document workflows like Ctrl+F and table of contents navigation, avoiding embedding similarity as the primary retrieval method.