ClaimsDaniela Amodei

“In the lab, Claude designed new protein binders from scratch.”

Daniela Amodei, Anthropic co-founder and president, foreword 21 October 2026 Anthropic 2026 Public Benefit Report: Taking stock of our progress (foreword by Daniela Amodei) (Anthropic)

Factual AI capabilities

In laboratory work, Anthropic's Claude designed new protein binders from scratch.

Mostly true True in substance, wrong in a detail.

Factual: Statements about the present or the past, checked against the record: did they hold up?

The second judge would not resolve this claim; the verdict shown is the first judge's.

Said for an organisation they lead or work for; it counts on both records.

What would count as true or false

TRUE: on or before 2026-10-21, Anthropic or its collaborators reported (in a publication, preprint or official announcement with technical detail) that Claude generated new protein binder designs de novo, meaning not by changing known binders, and that the designs were made and tested in a wet lab, with at least some confirmed to bind. MOSTLY TRUE: the same, with a minor detail different (for example Claude ran or directed specialised design tools such as RFdiffusion as an agent rather than writing the sequences itself, while still producing the new binders). MIXED: Claude's role in the design was substantial but shared with human scientists to an extent that makes 'Claude designed' only partly accurate, or only some of the binders were new. MOSTLY FALSE: the binders were only designed and evaluated computationally with no lab work, or Claude only assisted human designers in a minor way, or the binders were adapted from existing ones rather than made from scratch. FALSE: no such work happened; evidence shows Claude was not involved in designing protein binders, or the reported work concerns something else.

Set before the research began.

Evidence (4)

  1. E1 Claude accelerates protein design and analytical chemistry Anthropic · 18 August 2026 Own record

    “Our external evaluators, Adaptyv Bio and Twist Bioscience, independently produced and tested Claude’s designs in the lab, finding that of the 15 targets we designed against, Claude successfully designed binders against 14 of them.”
  2. E2 Case study: Benchmarking Claude’s protein designs in the wet lab Adaptyv Bio · 20 August 2026

    “Overall, Claude designed proteins that bound 14 out of 15 targets, with 1 target (GDF-8 mature) being excluded due to low-quality measurements in our setup”
  3. E3 Case study: Benchmarking Claude’s protein designs in the wet lab Adaptyv Bio · 20 August 2026

    “This Anthropic campaign was an open-loop experiment. Claude designed proteins, Adaptyv tested them experimentally, and here we have presented the results.”
  4. E4 How Claude designed protein binders against scorpion neurotoxins Anthropic · 20 October 2026 Own record

    “Claude’s design campaign produced 17 protein binders that each bind to one of four scorpion neurotoxins that are known to be dangerous to humans.”

Reasoning

Anthropic reported on 2026-08-18 that outside evaluators produced and tested Claude's designs in the lab, and that Claude designed binders against 14 of 15 targets (E1). Adaptyv Bio, which is independent of Anthropic, confirmed that it tested the proteins Claude designed and that they bound 14 of 15 targets (E2, E3). A later Anthropic report describes 17 binders Claude designed against scorpion neurotoxins (E4). This supports the core claim that Claude's designs were made and confirmed to bind in a wet lab, but the quotes do not say outright that the binders were made de novo rather than adapted from known binders. They also do not say whether Claude wrote the sequences itself or ran specialised design tools, so the verdict is mostly true rather than true.

Cite this claim

Daniela Amodei, “In laboratory work, Anthropic's Claude designed new protein binders from scratch.” (said 21 October 2026). Verdict: mostly true. Reliability API, claim c_0e4df8465376, method 0.1.0+28da144b, dataset release v1.1.2. https://epistacklabs.com/claims/c_0e4df8465376

This claim is in dataset release v1.1.2, with the same verdict.

Reply to this claim

For Daniela Amodei, or someone speaking for them: a correction or counter-evidence. Replies are read before anything is shown; an approved reply shows your name, role, date, statement and link. Your email address is never shown and is deleted 30 days after the decision (privacy).

More factual claims by Daniela Amodei

  1. Mostly true Factual 21 October 2026
    “including open-source code much of the internet runs on, before attackers could exploit them.”

    Cyberdefenders directed Claude to find more than 33,000 critical and high-severity flaws in widely used software, including open-source code, before attackers could exploit them.

  2. Resolved true Factual 21 October 2026
    “They also showed that more than 6,000 women had come in for prenatal care, but only 1,762 had delivered with a healthcare worker present, a discrepancy that the team is investigating and addressing.”

    The dashboards showed more than 6,000 women came for prenatal care but only 1,762 delivered with a healthcare worker present.

  3. Resolved true Factual 21 October 2026
    “Those dashboards flagged a spike of 25,000 pneumonia cases, so the team can anticipate and plan for future surges.”

    Claude-built dashboards for an International Rescue Committee team in Burkina Faso flagged a spike of 25,000 pneumonia cases.

  4. Resolved true Factual 29 June 2026
    “Sometimes Claude is wrong.”

    Anthropic's Claude sometimes gives wrong answers.

  5. Resolved true Factual 9 May 2026
    “We’re very open about the fact that these models sometimes make things up or get confused.”

    Anthropic is open about the fact that its AI models sometimes make things up or get confused.

All of them

Verdicts are made automatically; how verdicts are made.