关于如何让 AI 做出没有 AI 味的设计，我会在这里零碎的记录一些：
1. Cut every line that adds nothing, and never say the same thing twice.
2. For a common component, study how leading products solve it before designing ours.
3. Start every UI task with a page of 3–5 options shown
最近用 Opus 和 Astra 写了不少 UI，发现一个避免 AI slop 并且让界面更好看的秘诀：
在 AGENTS.md 里加上 “Avoid unnecessary secondary labels and descriptions. Let the layout do the explaining.”
if you have a qwen3.5 4b around, please try steering neurons L14 N8949 +1 and L13 N7956 -1
now you have evil qwen
recipe: dose × median(‖resid‖ leaving layer L, tokens 1:) / ‖W_down[:, n]‖` at the down_proj at every input
Today we rolled out a refined new look for the @claudeai app! Was a blast to work on this with a few of our talented product designers, from sketch to launch in under 3 weeks with the help of Claude and our design system ✨ let us know if you have any feedback!
