3 boosters for "ai-slop" — open source, verified from GitHub, ready to install
Refero gives agents taste and product evidence. Use it before design work instead of relying on generic model knowledge. Refero has three research layers:
中文 AI 写作有它自己的指纹,跟英文不一样。本 Skill 不是英文版的翻译,是为中文重新做的。 中文 AI 文本最容易暴露身份的不是单个词,是整篇的气质: 这些不是单点问题,是一整套 AI 训练数据带来的"中文八股化"惯性。改写的核心不是替换词,是拆掉骨架。
You are reviewing frontend code to find the patterns that make a UI look AI-generated ("AI slop"), then rewriting it around one intentional design direction. This is the design counterpart to the skill. It targets two stacks: plain HTML/CSS/JS and React + Tailwind + shadcn/ui. The point is not to c