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Comment by devin

4 hours ago

Jev did not take years to develop. What it does was published in arxiv back in 2025. TypeSafe just marketed it.

What specific arxiv paper are you referencing here?

  • https://arxiv.org/abs/2503.23303

    and https://arxiv.org/abs/2510.01237

    • Yeah, I figured it was gonna be this one.

      "SalesRLAgent: A Reinforcement Learning Approach for Real-Time Sales Conversion Prediction and Optimization"

      Jev is a general-purpose thing. That is a specific-purpose thing. General-purpose thing is not the same as specific-purpose thing. What makes people think these are the same thing? I don't get it.

      4 replies →

    • This is a fine-tuned model. The author even states that the model is competitive with Jev only if fine-tuned on the evaluation at hand.

      Literally misses the point of Jev, which you don't need to fine-tune to get accuracy nor - and no other model has this - some sort of out of sample calibration