everyone's talking about Jev being fast.
Highlighted a 706K parameter open model beating hosted Jev 99.7% to 83.6% on forms, arguing System One models need narrowness not size.
The original post
everyone's talking about Jev being fast. the actual story from today is a 706K parameter open model beating hosted Jev 99.7% to 83.6% on forms. system one models don't need to be big, they need to be narrow. that's the unlock nobody's pricing in yet
Engagement when collected
Numbers are a snapshot taken from X when the case was added to the library (schema v1, collected 2026-09-19); they will not match today.
Where this case fits
Filed under general Jev builds. In the pattern Jev is built for, the model answers a bounded question per step — and ordinary code acts on the answer, because the answer is already a value rather than a paragraph. Browse the full case library for the work it sits next to.
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Last updated: 2026-09-22 · sources & corrections · every card links to its author's original post