Agents In Use
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Jev is HERE. How to use it

Source title: Jev is HERE. How to use it. Source description: In this episode, I talk with Ryan Vogel about Jev, a new type of AI built for classification. Ryan shows how Jev takes an input plus an output schema and returns a probability for each choice in about 200 milliseconds. He demos Jev sorting 1,700 emails for 18 cents total, then covers lead scoring, support routing, video clipping, and browser control. I push him on the startup angle: find a business with an expensive queue of incoming

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Source title: Jev is HERE. How to use it. Source description: In this episode, I talk with Ryan Vogel about Jev, a new type of AI built for classification. Ryan shows how Jev takes an input plus an output schema and returns a probability for each choice in about 200 milliseconds. He demos Jev sorting 1,700 emails for 18 cents total, then covers lead scoring, support routing, video clipping, and browser control. I push him on the startup angle: find a business with an expensive queue of incoming

Reported by Greg Isenberg

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The title and description alone do not establish the agent autonomy level.

Agents In Use pipeline: video selected by TypeSafe Jev using source title/description only; recording and outcomes not independently verified.

Credit: Greg Isenberg

Source published 18 Sept 2026

Source checked 14 Oct 2026

Tools and topics

AI agent

video · agent-demo

Editorial completeness: 75/100. Measures documented fields, not agent performance or verified outcomes.

Video notes

Greg Isenberg · YouTube

  • Source title: Jev is HERE. How to use it