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JEV: How It Works and What You Can Build

192K views · Sep 18, 2026 · Howto & Style

Comments · 153

  • @aziyodulla · 13 days ago · pinned

    my name is jev

    147

  • @Justin-z4v · 13 days ago

    Top tier as always, Riley. Thank you. Choice: which person should I watch? Riley. Score: 5. Noul: Yes

    10

  • @kraayenjon · 11 days ago

    TL;DR <br>The short version of what Jev is<br><br>- It&apos;s not a chat model. You send a state (text or JSON) plus typed<br> &nbsp;questions, and it returns typed answers:<br> &nbsp;- Choice: picks one option (up to 255)<br> &nbsp;- Score: places the input on a scale you define<br> &nbsp;- Noul: probability that a statement is true<br>- All questions in one call run in parallel. Answers in 70–500 ms.<br>- $0.042 per 1M input tokens. Output is free.<br>- Limits: 250k tokens/s, 1,200 req/min, 64k tokens per request, text only.<br><br>you will find useful the directory of jev uses cases I&apos;m building at madewithJEV<br><br>ps: adding this video as a resource there.

    6

  • @4k60hz6 · 13 days ago

    This can compliment LLM to decide quickly what kind of answer it will give, whether it should give a short answer or detailed answer, or whether it should reason deeper or lightly. So it could optimize token generation of LLM. Sometimes LLM think too hard to answer a prompt that requires only a very simple answer, such as hello, hi, thank you, etc.

    11

  • @AaalanSū · 13 days ago

    I love how quick you are to try these things hands on

    14

  • @digitalazorro · 12 days ago

    For a split second I honestly thought I’d finally caught onto something before you did! Turns out you were already on it. Thanks for always keeping things simple and at the forefront, and for sharing all these amazing insights—you really are fantastic!;)

  • @WordsWithAndre · 12 days ago

    Yes! This was the video I was waiting for

  • @stefanhapper · 12 days ago

    Great demo with the emails!

    1

  • @metrodyne · 12 days ago

    Best explanation, thanks

  • @carloskuhn1344 · 10 days ago

    It seems to be a classifier that take the text context to compare with the labels defined by the user.

  • @Ephethios · 13 days ago

    This sound like a hole new world ❤

  • @InfluintCreators · 13 days ago

    There&apos;s literally a model that is the open source version of this. That works even better <br><br>It&apos;s called Laya and made by the person who designed the foundational work that jev later used

    61

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