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For decades, the vast majority of marine life remained invisible to science because it refused to grow in a petri dish. This month, a convergence of AI-driven protein folding and single-cell genomics has finally illuminated the ocean's dark matter, revealing a hidden empire of microbes that fundamentally challenge the existing Tree of Life.