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9 changes: 7 additions & 2 deletions DESIGN.md
Original file line number Diff line number Diff line change
Expand Up @@ -14,8 +14,13 @@ Rationale:
- Research on agent observation interfaces compared pixel-difference
sampling against CLIP-based and uniform sampling for screen
observation and found downstream accuracy converges. Added
sophistication does not buy accuracy here. (Link the paper in this
section when publishing.)
sophistication does not buy accuracy here.
Reference: Bojie Li and Noah Shi, "Agent-Computer Observation
Interfaces Enable Dynamic Computer Use", arXiv:2606.29472 (2026).
Their Section 6.2 ablation over five frame-selection variants
(uniform 1/3 FPS, pixel-diff, random, CLIP) finds all converge on
downstream accuracy; the default selector is a pixel-change gate
(skip if < 1% of pixels changed since the last frame).
- Zero dependencies and full determinism are product invariants
(see CLAUDE.md). SSIM libraries and models break both.
- Cost: the gate runs at 2 fps on user machines alongside a meeting
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