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.

The post notes most AI teams run 80% of inference on a model costing 100x more than needed, and introduces TypeSafe AI's Jev as a different category of system.
Most AI teams are running 80% of their inference workload through a model that costs 100x more than it needs to. Not because they want to. Because there was no alternative. The alternative is here. Jev by @typesafeai is not a better LLM. It is a different category. A System