This architecture replaces ambiguous chunks with Atomic Context Units so that retrieved knowledge is represented as clearer and more precise atomic objects.

Atomic Context Units replace ambiguous chunks.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

That leads to a different kind of architecture.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Hallucination rate for LLM responses grounded on CXUs versus raw chunks.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf