Within the Context Engine, Qdrant provides vector search using 768-dimensional embeddings through the qdrant-client.

| Qdrant | Vector search, 768d embeddings | qdrant-client |

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

five storage/messaging backends

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

### Architecture

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md