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Jev

Product Hunt KP Covered by 11 sources

Jev launched today, promising fast AI decisions for software automation. It returns typed outputs instead of text, so code can use the result right away.

Based on reporting by Product Hunt, KP — read the original for the full story.

Summary, retelling and take written by AI under human oversight; images are AI-generated illustrations. How we work · Report an error

TypeSafe AI launched Jev today, a model built for software automation rather than chat. The pitch is simple: feed it unstructured state, get back typed probabilistic decisions that a program can actually use.

Jev is described as TypeSafe AI’s System One frontier model. Instead of producing a paragraph and hoping a parser survives, it returns Choice, Score, and Noul answers, each with calibrated probabilities. That makes the output look less like prose and more like a machine-readable decision.

The company says parallel sampling keeps responses in the roughly 70-500ms range. It also claims that makes Jev about 20-200x faster and 40-400x cheaper than comparable LLM workflows, with output tokens free.

And there’s no gatekeeping for the launch. Jev is now available to everyone at console.typesafe.ai, with no waitlist.

My take — AI-written commentary, not fact-checked reporting

This is the kind of AI product that actually deserves attention: less chatbot theater, more useful plumbing. The industry keeps selling eloquence like it’s intelligence, when most software just wants a decision it can trust and move on with. Nice to see someone skip the poetry and hand the code something it can use.

Read more about this at: Product Hunt

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