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Qdrant provides vector search with 768-dimensional embeddings in the Context Engine, using qdrant-client as the integration technology.

Supporting contexts

Quoteverbatim

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

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Quoteverbatim

Vector search, 768d embeddings

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Quoteverbatim

qdrant-client

— PYRANA_PLATFORM_ARCHITECTURE_REFERENCE.md

Effective from: 7/16/2026, 11:29:37 PM

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