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.
What Is Jev? Why LLMs Suddenly Look Slow and Expensive
This article explains what Jev is and how it makes existing LLMs appear slow and expensive by comparison.
Everybody Is Talking About Jev. Here’s What It Is, and Why LLMs Suddenly Look Slow and Expensive Read Here: https://medium.com/@neuraldev/everybody-is-talking-about-jev-heres-what-it-is-and-why-llms-suddenly-look-slow-and-expensive-138a96577982…
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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.
