Robin Zhao
Headlines sold Claude Science as "another AI-for-science model."That's the wrong exam.Most coverage asks: how smart is the model? Lab leads usually ask first — can I trace every run before we touch the wet lab?Claude Science is lab infrastructure, not a weights drop. Different product category, not a benchmark argument.Three pass/fail lines get mixed up in every AI-for-science launch:→ Model bench — papers, leaderboard scores, GPU clusters→ Lab workflow — reproducibility, audit trail, handoff to wet lab→ Production economics — batches, renewal, repurchase without subsidyPassing one doesn't mean you passed the others. A slick demo and a factory rollout are different exams.I help hard-tech teams translate technical story into what procurement and production actually sign for. Not investment advice.Longer write-up with examples (CN): 
https://taou.cn/a/i5f2HE#AI4Science #HardTech
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