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Clef: Open-weight decision models, and new RL fine-tuning platform

637 points · 217 comments · jasondavies

  1. okpatil · · focus · HN ↗
    Why give cloudflare your data ?

    At0M: A 60M local Jev at 16 ms latency and 79% accuracy on Typed Decision

    <a href="https:&#x2F;&#x2F;at0m.pienomial.com&#x2F;" rel="nofollow">https:&#x2F;&#x2F;at0m.pienomial.com&#x2F; <a href="https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49920350">https:&#x2F;&#x2F;news.ycombinator.com&#x2F;item?id=49920350

    1. Transformanshen · · focus · HN ↗
      It hasn&#x27;t been released yet, and local versions aren&#x27;t always convenient
      1. okpatil · · focus · HN ↗
        The same engine is is available as an evaluation API.

        curl -s -X POST <a href="https:&#x2F;&#x2F;at0m.pienomial.com&#x2F;decide&#x2F;v0" rel="nofollow">https:&#x2F;&#x2F;at0m.pienomial.com&#x2F;decide&#x2F;v0 \ -H &#x27;Content-Type: application&#x2F;json&#x27; \ -d &#x27;{ &quot;state&quot;: &quot;Charged twice for the same card payment this morning.&quot;, &quot;questions&quot;: { &quot;queue&quot;: {&quot;type&quot;:&quot;choice&quot;, &quot;instructions&quot;:&quot;Which team should handle this?&quot;, &quot;criteria&quot;: {&quot;billing&quot;:&quot;invoices, charges, refunds&quot;, &quot;technical&quot;:&quot;outages, bugs, deploys&quot;, &quot;fraud&quot;:&quot;unauthorised or suspicious activity&quot;}}, &quot;urgent&quot;: {&quot;type&quot;:&quot;noul&quot;, &quot;instructions&quot;:&quot;Needs action today.&quot;}}, &quot;email_id&quot;: &quot;you@example.com&quot;}&#x27;

        If it fits your use case, you are welcome to use it.

        When it is a rust standalone rust executable, as it is powering the API, it becomes just plug and play. No dependencies needed.

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