Research brief / Interfaces
Pixel Parity Benchmark
A testing environment for comparing implemented interfaces against visual references with measurable fidelity.
The research question
What changes when an interface is judged one viewport and one physical action at a time?
Inside the work
Review what is actually visible, replay discovery and selection with a pointer and keyboard, and inspect the rendered output. A source-level check and a visual check answer different questions.
A drawing language that gives AI a ruler, a canvas, and a way to check its work. The TurtlePen project offers a concrete way into this field of research.
Explore TurtlePenWhat this brief establishes
This is an overview of the program and its place in the research library. It is not a full paper, a dataset, or evidence of a measured outcome. Where a related project has a tested result or an open limitation, its project page names that boundary.
In the same field
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Integer-exact diagram geometry, prompt packs, collision reporting, and deterministic rendering surfaces.
WebGL / Three.js UI/UX Research 2026
A canonical research line, update trail, reference matrix, and implementation checklist for spatial web interfaces.
UI/UX Protocol Forge
Reusable protocols for product hierarchy, interaction states, dense work surfaces, and implementation review.