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Jeff – Jev-compatible 0.8B decision models, trained at home, ~30 ms

575 points · 225 comments · firelex

  1. adrithmetiqa · · focus · HN ↗
    Forgive my lack of understanding but how long before Jev type functionality is just built straight into all frontier models?
    1. jubilanti · · focus · HN ↗
      Do people really have zero awareness that Structured Outputs with a constrained schema has been a thing for a while now, and open weight models that give you logprobs can give you distributions per key?

      Like what am I missing? I use Structured Outputs every day and this just seems like that with fewer steps?

      edit: Where I'm coming from, I can triage 10,000 support tickets with deepseek flash for less than $1, and latency is sub 1 second if it needs to be integrated into a live user flow. I don't need anything cheaper or faster than that.

      1. sheepscreek · · focus · HN ↗
        Many people yes, but it’s probably for the best. Without fine-tuning on such style the results would be unreliable. It wouldn’t be the probability of the outcome of whatever you intend, but just the next token probability - which could alter if you add a space or punctuation to the prompt. Very flaky.
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