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mnickytoday at 2:52 PM1 replyview on HN

AFAIK Jev is nothing special technically so it's easy to embed it as an another tool for the LLM? For many batch tasks it can still be quite a token saver I think.

Or they can even offer it as a standalone API if deemed worth it.


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HarHarVeryFunnytoday at 3:07 PM

Jev seems to have three benefits:

1) It's very cheap and fast - you provide one input and many potential classifications, and the compute to ingest the input is shared.

2) It generates structured output natively - guaranteed to be correct

3) It's output probabilities are calibrated to actually mean something

OpenAI, or anyone else, could certainly replicate it - there are already articles guessing how Jev achieves its "parallel" classifications, but it seems the AI companies need to decide are they in the business of providing intelligence/tokens, or are they in the application business trying to compete with all their customers (not that Jev uses OpenAI).

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