The context engine includes a CXU extraction pipeline that proceeds from chunking to parallel lens extraction to deduplication so that knowledge units are systematically derived from source content.

CXU extraction pipeline

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

(chunk → parallel lens extraction → dedup)

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

### Context Engine / Knowledge Management

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md