The Pyrana Context Engine uses an architecture in which Atomic Context Units replace ambiguous chunks so that retrieved knowledge is represented as clearer atomic objects instead of vague text segments.

That leads to a different kind of architecture.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Atomic Context Units replace ambiguous chunks.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

The Pyrana Context Engine is built around a simple but consequential idea

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf