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  2. Import AI

    Import AI 475: Swarm Scaling, Google DeepMind Watermarks Biological Data, and the AI Science Economy

    Google DeepMind launches SynthID Bio, a watermarking method designed specifically for synthetic biology that marks AI-generated biological designs by adjusting amino acid sequences and the atomic coordinates of predicted 3D structures; in tests on three targets—VEGF-A, the SARS-CoV-2 spike protein RBD, and PD-L1—watermarked versions matched unwatermarked versions in hit rate, binding affinity, and sequence diversity. C5R Corp's SciUniverse benchmark uses 92 tasks to test AI's ability to operate automated laboratories; Claude Fable 5.1 (xhigh) leads with a 45.3% pass rate at $40.61 per task, GPT-5 Astra (xhigh) scores 32.5% at $52.37, and Claude Opus 5 (xhigh) scores 30.5% at $46.31. DeepMind also published a paper proposing an automated science economy that uses market mechanisms to match research ideas with scarce physical resources.

    Google DeepMind launches SynthID Bio, a watermarking method designed specifically for synthetic biology that marks AI-generated biological designs by adjusting amino acid sequences and the atomic coordinates of predicted 3D structures; in tests on three targets—VEGF-A, the SARS-CoV-2 spike protein RBD, and PD-L1—watermarked versions matched unwatermarked versions in hit rate, binding affinity, and sequence diversity. C5R Corp's SciUniverse benchmark uses 92 tasks to test AI's ability to operate

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