TypeSafe AI launches Jev, a model class that emits typed structured values instead of text

Sources: primary, discussion
Summary: TypeSafe AI described Jev, a model class whose output is a typed structured value rather than generated text, aimed at classification and routing calls inside ordinary software. Access is waitlist-gated and every latency and cost figure published is vendor-run, which the company states itself.
Why it matters: If the claimed latency and cost hold, classification and routing stop being an LLM budget line, but nobody outside the company has reproduced the figures.
Follow-up: Track an independent benchmark of Jev latency and cost once access opens beyond the waitlist.