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Kev: Tiny Jev-like family of decision models built on top of Qwen3.5

462 points · 211 comments · tosh

  1. monkeydust · · focus · HN ↗
    Bit of a Jev explosion going on. Is it because it's taking us back to a simpler time we understand better? Classification models have been around for a while.
    1. whazor · · focus · HN ↗
      The Jev model is economically, but also in terms of compute, a much more efficient model. A normal LLM goes token by token, each token in a separate step. Whereas Jev just returns all the results the first round. So it is much better at classification than LLMs.

      Compared to traditional ML classification, Jev works without training, like a LLM.

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