e90b1b75b669bcc38dad7d5f94c22b36426ec288d0515349f39ff5e8528d06b8
active
contextual
empirical
Mainstream RAG deployments suffer from 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
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
making provenance, contradiction detection, and approval workflows difficult.
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:34:14 PM