Hacker News·3 min read·hard

What if Jev spoke Arrow?

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ianmcook
What if Jev spoke Arrow?
✦AI Summary

TypeSafe AI has introduced Jev, a new model architecture designed to output typed decisions and probabilities directly into code. Unlike traditional LLMs that generate tokens sequentially, Jev uses parallel sampling to improve speed and cost-efficiency for decision-making workflows.

Why it matters

Jev represents a shift toward probabilistic programming, allowing developers to integrate AI judgment into deterministic code pipelines more reliably.

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Jev is TypeSafe AI’s new model for turning natural language and application state into typed decisions. You supply the context and define the possible answers. Jev returns choices, scores, and probabilities that your code can use directly. The API delivers those answers as JSON. If you’ve managed to avoid hearing about Jev lately, the rock you’re hiding under has excellent soundproofing.

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