A multilingual field guide cataloging 23 visual patterns that characterize AI-generated product interfaces, with interactive before-and-after HTML mockups and concrete fixes for each tell.
Highlights
Catalogs 23 specific visual tells of AI slop with interactive before/after HTML mockups
Distinguishes between classic slop and evolved slop, showing how AI-generated aesthetics are shifting
Traces each pattern to generative tool defaults and assigns a concrete fix per tell
Core thesis: AI slop piles on every possible style without settling on a focus
Fully multilingual with English, Chinese, Japanese, and Korean translations
auto-generated
via Kill AI Slop
Context
Audience
Developers and designers who work with AI-generated code or want to avoid AI-typical visual patterns in their products
DomainWeb and UI Design
FormatInteractive catalogue with toggleable HTML mockups
Vibe codingUI anti-patternsDesign systemsMinimalism in interface designAI-generated code critiqueVisual hierarchy
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