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jevVIDEO

706k-parameter model fills forms with Jev-style scoring

CUA-S1-FORMS scores FILL, CHECK, CLICK, or SKIP in one pass for a driver to execute, and is claimed to beat a hosted computer-use API on 196 real form decisions.

Md Ismail Šojal 🕷️
@0x0SojalSecArchived 2026.09.21Originally posted 2026.09.20
Md Ismail Šojal 🕷️ @0x0SojalSecOriginally posted 2026.09.20
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706k params just filled a form better than a hosted computer-use API. - 2.8 MB checkpoint. - System 1 for desktops - is a Jev-shaped specialist, not a Jev clone of the full product. - 100% on 196 real form decisions. - 99.7% vs 83.6% on the same form task - Bounded GUI skills don’t need a general agent CUA-S1-FORMS is not a general computer-use agent. It’s a tiny specialist that scores FILL, CHECK, CLICK, or SKIP in one pass then Cua Driver executes. Worth a look if you run high-volume form workflows. - http://huggingface.co/cua-ai/cua-s1-forms

x.com/0x0sojalsec/status/2101475052017660285Archived 2026.09.21 10:29