After the decision model became popular, why does the physical world need fast on-device judgment?
TypeSafeAI released decision model Jev in mid-September, which only outputs yes/no, scores, or probabilities, and within weeks of launch, user numbers broke a million, with about one-third of Fortune 500 companies starting to use it, and its valuation increased from about $200 million to $7.5 billion in 24 days.
Why it matters: From the explosion in popularity of decision models to on-device judgment in the physical world, it shows an industrial change in AI capabilities shifting from generation to measurable decision-making.

