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.

After reading about Jev, the author highlights that Jev takes an input and fixed choices and returns probabilities, questioning whether every AI decision needs an LLM.
Recently I was reading about Jev, and one idea stood out. We use LLMs for generation, but many AI systems just need to make a decision. Give Jev an input + fixed choices, and it returns probabilities. It got me thinking: Do we really need an LLM for every AI decision?