This shift reveals a structural weakness in conventional retrieval-augmented generation because most implementations index text in chunks, retrieve by similarity, and provide results to a model without understanding the status or conflict level of retrieved statements.

That shift exposes a structural weakness in conventional retrieval-augmented generation.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Most implementations index text in chunks, retrieve based on similarity, and pass the result into a model

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

with limited understanding of whether a retrieved statement is foundational policy, provisional guidance, outdated tribal knowledge, or a direct contradiction.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf