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EVENT / TOPICHistorical

Citrini Research and Anthropic's Claude AI fails to design multi-toxin scorpion antivenom

1 reports1 sources10/22/2026 updated

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Citrini Research and Anthropic jointly used Claude AI to design scorpion antivenom, generating 320,000 protein candidates narrowed to 211 designs. However, 17 of these proteins only bound a single toxin, failing to achieve multi-toxin binding or drug design as intended. Anthropic described the experiment as never testing whether the designs could block toxin activity, framing the outcome as a failure of the autonomous discovery process rather than a biological breakthrough. The entire process took 64 hours.

Written with AI from the reporting · updated 10/22/2026

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  1. 1Unclassified fact stationOct 22, 22:06single sourcereport-time onlyrevised

    Citrini Research 使用 Claude 设计蝎子抗毒血清但未成功

    Read original source ↗ The Verge · AIReplay this moment in the explorer
    Evidence & revisions · 1 source records
    Subject:
    Citrini Research
    Action:
    使用 Claude 设计蝎子毒素结合蛋白
    Object:
    Claude 模型
    Occurred (fact side):
    not recorded
    The Verge · AI ↗Report pageRevision 2 · currently revised
    Published (valid side):
    Oct 22, 20:21
    First seen (known side):
    Oct 22, 22:06
    Fact stationSingle source · one-sided claimRevisedReport-time only

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Oct 22
  1. The Verge · AIRelated fact: single sourceFact occurrence time unverifiedSource report revised
    Citrini Research and Anthropic test Claude for scorpion antivenom development

    Report first recorded Oct 22, 22:06

    Citrini Research collaborated with Anthropic to test an unreleased version of Claude in developing scorpion antivenom, aiming to design proteins that bind to scorpion venom toxins. Over 64 hours, Claude generated nearly 320,000 candidates, which were refined to 211 designs. Subsequent testing by Adaptyv Bio and Twist Biosciences found that only 17 proteins could bind to a single toxin among four, failing to achieve multi-toxin binding or drug viability. The experiment cost nearly $200,000 in compute and lab testing.

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