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Frontier Labs Commercialize Biology Foundation Models

Frontier labs keep moving biology foundation models from free academic releases to metered, API-only commercial access, which concentrates control of genomic and protein inference inside a few platform companies.

forming · confidence 40 · Emerging (watchlist) · tracking since November 12, 2026 · updated November 12, 2026

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Why the conviction moved

  • Nov 12
    Strengthened +4

    DeepMind's AlphaGenome 2 finds 30% of causal variants on the TenK10K test, nearly double its predecessor. It was trained on more than 107 million single-cell profiles and launched as a private preview for commercial research rather than an open release. Gating access at launch keeps genomic inference inside Google's platform from the start.

Source trail

  • Supporting · November 12, 2026

    AlphaGenome 2 finds 30% of causal variants on the TenK10K test, nearly double its predecessor

    DeepMind's AlphaGenome 2 finds 30% of causal variants on the TenK10K test, nearly double its predecessor. It was trained on more than 107 million single-cell profiles and launched as a private preview for commercial research rather than an open release. Gating access at launch keeps genomic inference inside Google's platform from the start.

    Google DeepMind

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