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Constella Preview: Swap Query Models Without Re-Embedding

As query traffic grows, so does the compute bill for embedding it. On a low-power device, a large model may not fit in memory. A smaller query model could reduce that cost, but switching usually means re-embedding the collection. Constella lets you make that switch.

By Andrey VasnetsovQdrant
Constella Preview: Swap Query Models Without Re-Embedding

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Originally published by Qdrant on Sep 29, 2026.

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