Anthropic says Claude found a novel CRISPR-like enzyme system
- Boom: Claude agents identified a novel CRISPR-like enzyme system in bacteriophages, Anthropic says
- Doom: Expert says experiments validating the finding were still pending when the announcement went public
- Boom: Anthropic launched an internal molecular biology lab earlier in 2026 to run AI-directed research
- Neutral: Scientists and journalists are questioning what standard qualifies as an AI scientific discovery
The story in full
Anthropic announced in late September 2026 that earlier in the year it had launched a molecular biology lab where Claude agents read and generate hypotheses about hard biology problems and human scientists then run experiments based on those outputs. The company says Claude identified a novel enzyme system in bacteriophages with a CRISPR-like structure, framing it as an autonomous scientific discovery by the AI.
The claim has drawn scrutiny from outside experts. One researcher noted that "the experiments are still in the queue" while "the PR is already live," raising questions about whether the experimental validation needed to confirm the finding had been completed before the announcement. Multiple outlets have asked whether the episode meets the standard for calling something a genuine AI scientific discovery.
Analysis
436 wordsIn late September 2026, Anthropic announced that Claude agents, operating inside an internal molecular biology lab the company launched earlier that year, had identified a novel enzyme system in bacteriophages with a CRISPR-like structure. The lab's model has Claude reading literature, generating hypotheses about difficult biology problems, and directing human scientists to run experiments based on those outputs. Anthropic framed Claude's identification of an array of RNA molecules and a protein associated with reverse transcriptase as an autonomous first step in biological discovery.
The announcement immediately attracted serious challenge on two fronts. First, a researcher noted that experimental validation of the finding had not been completed before the claim went public, characterising a situation where experiments were still in the queue while the PR was already live. Second, and more specifically, a scientist named Dr. Mestre stated that he and his colleagues had already made the same discovery and had in fact shared key findings about those enzymes with Anthropic. That puts Anthropic in the position of having announced as a novel AI discovery something that prior human researchers say they identified years earlier and briefed the company on directly. The deeper question the episode forces is what standard of evidence and originality should qualify as an AI scientific discovery at all.
The Anti-AI camp is the only one with published reactions at this point, and those reactions cluster around two charges: prior art and possible data misuse. Accounts including Barbara J. King, Mindy Weisberger, Sara Soueidan and Paul Kingsley all point to Dr. Mestre's claim that the systems Anthropic highlighted are ones his team had studied for years and shared with the company. Hagen Blix raises a separate concern, suggesting the results may have been achieved by training on user data, while Juspreet Singh Sandhu frames the broader pattern as academic plagiarism. The Pro-AI camp has not responded publicly yet, though stories like this typically prompt arguments that AI identifying connections across large bodies of literature is itself a meaningful contribution, regardless of whether the underlying observations existed in prior work. The Middle Ground camp has also not weighed in, but would typically be expected to push for clearer definitions of what counts as discovery credit before either dismissing or endorsing the claim.
The most consequential thing to watch is whether Anthropic responds directly to Dr. Mestre's account of sharing his findings with the company, and whether the experimental validation of the enzyme system produces results that either confirm or contradict the original announcement. Any formal peer-reviewed publication from either Anthropic's lab or Dr. Mestre's group would go some distance toward settling the priority question.
What Anti-AI voices are sayingA scientist claims Anthropic's announced discovery replicates work he and his colleagues had already done and shared with the company, raising accusations of academic plagiarism through AI training on user data. Some also question Anthropic's broader credibility given its own stated concerns about existential risk.
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More Anti-AI reactions (8)
““We’re losing billions and we’re making a product that’s an existential threat to humanity” is a hell of sales pitch www.ft.com/content/c768...”
Ben Eltham, Bluesky · 03:10 UTC“among their work were findings about new enzymes—which Anthropic recently "discovered" independently, according to an announcement last week”
Mindy Weisberger, Bluesky · 12:13 UTC“it looks likely that the results on transcription enzymes that Anthropic claimed as their own, were likely also achieved by training on user data”
Hagen Blix, Bluesky · 23:01 UTC“‘The Anthropic scientists [..] said that their A.I. had taken “the first steps of a biological discovery on its own.” [Dr. Mestre] disputed that claim. “They are the same systems we have been studying for years” And they are the”
Sara Soueidan, Bluesky, skeptic · 08:45 UTC“How much is Anthropic going to set aside to reserve for legal liabilities and costs from ending humanity?”
Jeff Blattner, Bluesky · 02:38 UTC“Oh Anthropic. Get real. "Anthropic said Claude’s key contribution was identifying an array of RNA molecules and a protein associated with reverse transcriptase in a system. But Dr. Mestre said he and his colleagues had made that discovery over a”
Barbara J. King , Bluesky, skeptic · 15:08 UTC“a scenario leading to this blatant academic plagiarism, which Mark Chen of oAI responded to in Tristan's case with "all companies do it"”
Juspreet Singh Sandhu, Bluesky · 22:26 UTC“Dr. Mestre said he and colleagues shared key findings about the enzymes with Anthropic.”
Paul Kingsley, Bluesky · 01:15 UTC
No more Middle Ground reactions
Sources
11 articles from 11 outlets- Wired AIAnthropic Says It Discovered a Crispr-Like System. Now What?
- WIREDAnthropic Says It Discovered a Crispr-Like System. Now What?
- inc.comA Quarter of Anthropic's Revenue Comes From 2 Customers. Experts Say the Real Test Comes Next
- InfomanceClaude AI Discovers New Enzyme System in Bacteriophages With CRISPR-Like Structure
- MIT Technology Review AIWhen can we say AI made a scientific discovery?
- MIT Technology ReviewWhen can we say AI made a scientific discovery?
- The Irish TimesDid Anthropic’s artificial intelligence really make a scientific discovery on its own?
- BreakingNews.ieDid Anthropic’s artificial intelligence really make a scientific discovery on its own?
- Business StandardDid Anthropic's AI really make a scientific discovery on its own?
- The New York TimesDid Anthropic’s A.I. Really Make a Scientific Discovery on Its Own?
- tribune.com.pkAnthropic says Claude discovered novel enzyme system

