Jev can draw pictures by predicting every pixel in parallel

@anshuc Anshu · Sep 16, 2026 · case #411501
Original post on X
The clip posted with this case (hosted by the collector’s media CDN); original post on X · 11s.

Demonstrated Jev drawing pictures by predicting every pixel in parallel rather than emitting tokens sequentially.

The original post

Jev can draw pictures by predicting every pixel in parallel

Quoted post

@CompleteSkeptic34.6M views
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After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • 20-200x faster • 40-400x

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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