ceebeb5dc32da6ee59435fd9c0fc310143b6ece0967316d1c119bb342f39b28c
active
contextual
empirical
A structural problem in mainstream RAG deployments is loss of atomicity, because retrieved chunks often combine multiple claims, making provenance, contradiction detection, and approval workflows difficult.
Supporting contexts
Quoteverbatim
Three structural problems persist in mainstream RAG deployments:
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Loss of atomicity.
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Retrieved chunks often combine multiple claims, making provenance, contradiction detection, and approval workflows difficult.
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:34:09 PM