The context engine uses a CXU extraction pipeline that proceeds from chunking to parallel lens extraction to deduplication so that source content can be transformed into normalized knowledge units.

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