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Model Card|Jev (TypeSafe AI)

Jev (TypeSafe AI): launched in early access on 2026-09-15, non-autoregressive architecture that takes 'state + typed questions' instead of natural-language prompts and returns probability distributions with confidence scores instead of text; input priced at $0.042/1M tokens, output free; TypeSafe's own workflow benchmark shows 193.6x speed and 444.6x cost advantage over LLMs, though this is self-reported and unreplicated; the company also raised a $40M seed round led by DCVC at a $200M valuation; for agent builders, Jev is best framed as a cheap routing/classification/guardrail layer rather than a generative-LLM replacement