Behind the confident talk of going ‘AI-first,’ many companies are putting off projects because they cannot find enough qualified engineers.

But to increase adoption, formal tools have to lower barriers and make it possible for a wider group of people to be able to deploy successfully. LLMs may help.

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Far-from-equilibrium dynamics controls a broad range of processes in nature and technology, from celestial events to atoms.