AI bio capability hype vs wet lab reality: models fail over half the time

nlarusstone · x · 2026-09-12

nlarusstone highlights a huge gap between perceived and actual AI capability in biology: while outsiders fear models can design bioweapons, in practice models fail to optimize protocols more than half the time. Even bio-specific models like GPT-Rosalind struggle on real wet lab tasks. From talking to scientists, the author says this is the biggest driver of the mismatch between what the AI world believes and what scientists experience daily.

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