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Four-panel bento grid showing Contra task UI for ranking copy, scoring images, video feedback, and review loops.
Summary
A 2x2 bento grid of product UI mockups demonstrating creative RLHF tasks across copy, images, video, and review loops.
Visual description
Light gray dot-grid page background. Four bordered panels each with a serif headline and embedded UI: rank copy with cohort avatars and prompt field; score images with prefer-this controls; subjective video feedback with side-by-side previews; fine-tune review loops listing completed tasks with Export data button. Contra wordmark appears in panels.
Key takeaway
Serif section titles above literal product cards make a dense UI grid feel editorial. Cohort pills and prefer-this controls communicate human evaluation without animation.
Reuse notes
AI training or feedback platforms explaining task types. Needs real UI captures; grid reads best at full width.





















