Coral microbiomes as reservoirs of unknown genomic and biosynthetic diversity

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The results of this voluntary system can be surreal. In December 2025, the United States seized a sanctioned tanker called the Skipper, which was flying the flag of Guyana – even though that country had never registered it. The vessel was, in legal terms, stateless, sailing under the authority of no nation on Earth.

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The training loss is the distance between the predictor’s output and the target encoder’s representation, computed after both are normalized to unit length (L2 normalization). Minimizing this normalized MSE is equivalent to maximizing the cosine similarity between the two representations. The model learns to match the direction of embeddings (their semantic meaning), not their magnitude.

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