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.
Explaining Jev's Division of Labor: Action Selection vs. LLM Text Generation
VertrAI's short explainer covers Jev choosing actions while an LLM handles text generation, and features a 1x demo.
The small-LLM fallback for typing is an important detail: Jev chooses actions, while text generation stays with an LLM. We featured your 1x demo, with credit, in our short explainer of that division of labor:
· 1 likesOpen on X
More like this
Pricing, evaluations, and the name Jev
The launch thread explains code-and-AI workflow evaluations, the input price announced at launch, and free output tokens.
Jev Model: Decision-Making Probability Generation, 200× Faster and 400× Cheaper Than LLMs
This model is built for decision-making rather than text generation, outputting probabilities for each option in parallel instead of token-by-token responses. The author shares a simplified comparison of normal LLMs versus this Jev model.
