Research brief / Interfaces
UI/UX Protocol Forge
Reusable protocols for product hierarchy, interaction states, dense work surfaces, and implementation review.
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.
Pixel Parity Benchmark
A testing environment for comparing implemented interfaces against visual references with measurable fidelity.