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82D

One shared coordinate system for every embedding model. Model-agnostic semantic search, agent memory, and cross-model alignment — in 82 dimensions.

82

Dimensions

Not a hyperparameter. A theorem. PCA on aligned embeddings preserves 99.9% variance at exactly 82 dimensions.

99.9%

Cross-Model R@1

Five embedding models, five architectures, one shared space. Retrieve any text from any model with near-perfect accuracy.

34+

Models Supported

OpenAI, Cohere, Google, Anthropic, open-source. Every embedding projected into the same 82D space.

59M

Vectors Live

Production index running on GPU. Sub-second search across tens of millions of aligned embeddings.

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