270dd6040932050e2501aa166d2594c9308826349d7461bf9c8ca51b22a9d795
active
contextual
axiomatic
For critical claim surfacing, naive RAG depends on similarity, whereas the Pyrana Context Engine uses explicit priority mechanisms so that important claims can be elevated deliberately.
Supporting contexts
Quoteverbatim
Critical claim surfacing
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Similarity-dependent
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Explicit priority mechanisms
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:34:58 PM