See How We Organize Pathogen Data

This is a concept visualization of the embedding space our clustering model (MAE / LeJEPA + ArcFace) will produce. Each species forms its own angularly-separated "galaxy," and each known strain within it forms a tight "constellation." Watch what happens when a brand-new sample arrives, one that matches a known strain, and one that doesn't.

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Illustrative visualization: cluster geometry is simulated for demonstration purposes, not derived from a trained model.