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.

Introduces the Jev model: it skips text generation and outputs decisions as probabilities, reportedly 193x faster and 444x cheaper than an LLM call, with no hallucination.
the most interesting ai launch this month isn't a chatbot. it's a model that can't chat at all. jev (from an ex-openai researcher) skips text entirely and just returns decisions as probabilities. 193x faster, 444x cheaper than an llm call, and it can't hallucinate because you