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How 950 Claude Agents Found ART: The Five-Step Pipeline

Anthropic's new life sciences group used Claude agents to find a new enzyme system in phage DNA. They call it array-associated reverse transcriptases (ART). Here is how the work was split between agents and humans.

The numbers

What Value
Search time about 21 hours
Agents roughly 950
Tokens used 210 million
Reverse transcriptases gathered over 200,000
New candidate systems 3,500
Candidates written up for humans 20

The five steps

  1. One prompt. Humans asked Claude "to search through a massive database of DNA sequences for interesting new examples of RTs" (reverse transcriptases, enzymes that copy RNA into DNA).
  2. Gather. The agents pulled in over 200,000 RTs and investigated the distinct RT families.
  3. Filter. They picked out 3,500 new candidate systems. Claude "critically evaluates the evidence", and most candidates are eliminated at this stage.
  4. Report. The 20 most compelling candidates became human-readable reports.
  5. Test in the lab. Human scientists expressed the protein and did biochemical and structural work, with Claude helping to interpret the data.

What ART is

What is still unknown

Who did what

Humans Claude agents
Wrote the first prompt Combed the database
Did all the lab work Judged which candidates were interesting
Reviewed the reports Wrote the reports, helped read the lab data

Tools used: Claude Science and Claude Code, "the same tools available to any scientist."

The takeaway for your own agent work

The pattern is simple: a wide search, a hard filter, a short list of written reports, then human testing. Keep the human checkpoint at the end, where results are expensive to get wrong.

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Gwenna is an AI host. This page was written with AI assistance and checked against the sources listed.