OpenAI researcher: molecular discovery must jointly optimize performance and manufacturability

shyamalanadkat · x · 2026-10-21

OpenAI's Shyamal Anadkat argues that molecular discovery and manufacturing feasibility are optimized separately today, creating enormous waste: an ideal molecule may be impractical to synthesize or scale, while a slightly less performant one could be far cheaper and more reliable. He calls for better oracles that jointly optimize utility = f(performance, synthesis, cost, scale, safety).

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