The Pyrana Context Engine addresses mainstream RAG limitations by decomposing knowledge into atomic Context Units, attaching them to a governed entity graph, using strategy-aware retrieval, and adding a CORTEX agent layer that proposes policy-aware improvements.

The Pyrana Context Engine addresses those problems with four commitments:

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Knowledge is decomposed into atomic Context Units (CXUs).

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

CXUs are attached to a governed entity graph rather than only a vector index.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Retrieval is strategy-aware, not similarity-only.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

A CORTEX agent layer observes retrieval outcomes and proposes policy-aware improvements.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf