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Slop or not – can you tell AI writing from human in everyday contexts?
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19203mo ago
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AHD – an open-source linter and eval framework for AI-generated UI
by HereticLocke·May 5, 2026·2 points·0 comments
AI Analysis
●●●BangerBig BrainZero to One
Deterministic linter for AI UI slop with 39 named tells nobody else tracks.
Strengths
- •Token-aware linting adapts rules to specific design styles instead of one-size-fits-all
- •Empirical eval loop with n=30 per cell across 11 models shows real measurement rigor
- •Brief compiler emits token-anchored system prompts, not just vague instructions
Weaknesses
- •Vision-critic rules require rendered pixels, adding complexity to the eval pipeline
- •Niche focus on design slop may limit adoption beyond AI-UI teams
Category
Target Audience
Frontend developers and designers using AI for UI generation
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Evals · LangSmith · Arize Phoenix
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