A naive RAG system might retrieve paragraphs mentioning 'batch record,' 'change,' or 'Packaging Line 3' and leave the result at keyword-level similarity rather than governed graph-based reasoning.

A naive RAG system might retrieve paragraphs mentioning

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

"batch record," "change," or "Packaging Line 3"

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Rather than treating every question as a similarity search over text

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf