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Engineering Insights

Yes, Jev Is Insane, But There's A Catch

Two Minute Papers · Sep 22, 2026 · Engineering Insights

A new AI called Jev makes decisions instead of generating text, running up to 200x faster than chatbots.

“It pops out instantly, up to about 200 times faster than our chatbots today.”

Two Minute Papers covers Jev, a fast decision-making AI that evaluates options in parallel rather than generating tokens, claiming up to 200x speedups and lower token usage when offloading simple decisions in agentic systems. While framed as novel via a new architecture, parallel sampling, and an RLCD training method, the video notes it's essentially a classifier concept with no research paper, limiting its significance as an industry signal.

inference-speed decision-models parallel-sampling agentic-systems cost-optimization

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