Jev versus text-generating models
Jev does not generate free-form text. A side-by-side video compares parallel decision-making with token-by-token text generation.

Shares a hybrid approach using Jev for fast System 1 decisions and leveraging its confidence score to fall back to a smarter System 2 model when needed.
I used this hybrid approach in the demo below. The useful part is that Jev gives us its confidence score, which is a good signal to handoff the task to a larger model if needed. You use Jev for quick and fast system 1 decisions and fall back to a more intelligent slower system 2