Qdrant provides vector search with 768-dimensional embeddings in the Context Engine using qdrant-client so that semantic retrieval can operate over embedding vectors.

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

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Vector search, 768d embeddings

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

qdrant-client

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md