57b25e1dcb14e1eb22c25d66e88e68657e6f4ee0677349253ffa1183fd28cd50
active
contextual
empirical
A conventional retrieval layer may return a mix of nearby SOP language, exception handling notes, and general audit trail guidance, requiring the model to infer which content is binding.
Supporting contexts
Quoteverbatim
A conventional retrieval layer may return a mix of nearby SOP language, exception handling notes, and general audit trail guidance.
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
The model must infer which is binding.
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
7. Deployment Example: Regulated Manufacturing
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:35:37 PM