The vector storage layer uses Qdrant with the all-mpnet-base-v2 embedding model at 768 dimensions so that document and memory vectors are stored in a consistent embedding space.

### Vector Storage (Qdrant)

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Embedding model: all-mpnet-base-v2 (768 dimensions)

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Vector Storage (Qdrant)

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md