Install a complete web-design operating system into your coding agent. It routes broad website work through discovery, art direction, design systems, interaction and motion decisions, semantic implementation, responsive recomposition, independent critique, accessibility, and rendered QA. Outputs are not forced into a house style, and daily learning can propose improvements without silently changing core skills.
I built this after watching capable coding agents skip the hard design decisions and optimize for a plausible first screenshot. The project is intentionally opinionated about process and honest about evidence: the included scores are internal, the browser gates are reproducible, and the external benchmark is still open. I would love builders to run the Same Brief Challenge and publish the failures as well as the wins.
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