Anti ai slop

Anti-AI-Slop Design Methodology

A workflow skill for creating frontend UIs that don't look AI-generated. Use this when building new pages, redesigning existing ones, or reviewing design output for "AI taste."

The Problem

AI models converge on safe, high-probability design choices (distributional convergence), producing generic output that shares the same patterns: centered layouts, gradient headings, card-nesting, Inter/Roboto fonts, purple-on-white schemes. This skill teaches you how to break out of those patterns.

Workflow

Phase 1: Reference Research (before writing any code)

Never start coding without references. Spend 10 minutes collecting:

1. Visit 2-3 design galleries and find 5-10 sites in a similar genre:

   • Awwwards — filter by category, look at Site of the Day winners
   • Godly — 1000+ curated sites with animated thumbnails
   • SiteInspire — filter by style/type/subject
   • Httpster — minimal, typography-driven
   • Curated Design — dark/colorful/minimal categories
   • Dark Mode Design — dark-themed sites
   • CreateToday — 80+ dark agency examples

2. For each reference, note:

   • What's the ONE thing that makes it memorable? (typography, layout, color, motion, atmosphere)
   • What font pairings do they use? (avoid Inter/Roboto/Space Grotesk)
   • How do they handle section transitions?
   • What's their color strategy? (dominant color + sharp accent)
   • Is the layout symmetrical or asymmetrical?

3. Save 3-5 key references to guide your design decisions.

Phase 2: Anti-Pattern Checklist

Before writing any CSS/HTML, run through this checklist against your planned design:

Typography:

• NOT using Inter, Roboto, Arial, Space Grotesk, or system-ui as primary fonts
• Font pairing has personality (display + body with contrasting characters)
• At least one text treatment that goes bold (oversized, all-caps, wide tracking)
• Body text has sufficient size (min 16px) and line-height (min 1.5)

Color:

• NOT using purple-to-blue gradient on white/dark as the primary visual
• Has a dominant color and a sharp accent — not evenly-distributed color
• Includes at least one unexpected color choice (warm accent against cool base)
• Dark mode: not pure black (#000) or pure white (#fff)

Layout:

• NOT all sections centered with same heading pattern
• At least one asymmetrical or unexpected layout choice
• NOT cards nested inside cards
• Has a hero that does something beyond "heading + paragraph + button"

Motion:

• NOT using bounce/elastic easing
• Animations serve a purpose (reveal hierarchy, guide attention)
• NOT every element fading in the same way with the same delay pattern
• Has at least one hover effect that surprises

Backgrounds:

• NOT flat solid color everywhere
• Has at least one atmospheric detail (gradient mesh, noise texture, geometric pattern, layered transparency)
• Section backgrounds vary (alternating, diagonal, full-bleed image)

Details:

• Uses SVG icons, NOT emoji as UI elements
• Has at least one decorative/non-functional element (divider, flourish, corner accent)
• Navigation has hover treatments beyond color change
• Footer has substance (columns, links, not just a single line)

Phase 3: Design with Intent

For each section of the page, make deliberate choices:

1. Hero: This is the first impression. Don't waste it on "heading + paragraph + button." Add texture, atmosphere, or an unexpected interaction.

2. Section headings: Vary the treatment. Not every section heading needs to be centered, gradient, and the same size. Mix left-aligned, right-aligned, full-width, small-label + big-heading patterns.

3. Cards/lists: If you use cards, make sure they have at least one distinctive detail — animated border, corner flourish, icon treatment, hover state that changes the card's character.

4. Transitions between sections: Don't just stack sections on top of each other. Use dividers, background color shifts, diagonal cuts, or spacing changes to signal transitions.

5. CTA: The button alone isn't enough. Surround it with context, social proof, or atmospheric background that makes clicking feel like an event.

Phase 4: Polish Pass

After the first version, do a dedicated polish pass:

1. Remove 20% of the visual noise (too many hover effects, too many gradients)
2. Check contrast: is text readable on dark backgrounds?
3. Test mobile: does the layout break on small screens?
4. Check if any section looks like it was "generated" — if so, find the source (likely a predictable pattern) and break it

Reference Files

• references/anti-patterns.md — Expanded anti-pattern list with visual examples
• references/research.md — Design research sources and how to use them
• references/typography.md — Font pairing guide
• references/layout-patterns.md — Layout variation ideas