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I'm not arguing against Jev. Jev is very cool.

I'm arguing against the idea that Jev fixes a fundamental deficiency in LLMs by showing it's confidence.

It doesn't.

Jev can do a strict subset of what LLMs can do, but incredibly quickly and incredibly cheaply, which is certainly valuable.



Yes, it does. A low-latency calibrated classifier is valuable.




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