The clearest diagnosis of why models regress to the mean, with five concrete fixes.
How to make AI UI look less generic: 5 fixes
Superdesign 2026
Open superdesign.dev →AI tools output the statistical average of every dashboard they trained on, which is why everything comes out with the same rounded cards, Inter font, and blue gradients. The fix is to stop asking one prompt to do taste, exploration, and code at once: write down your own design system (colors, type, spacing, radius) in a file like DESIGN.md the tool must follow, plan the creative direction in text first, and learn a handful of visual rules so you can spot and fix the highest-impact flaw each iteration. Distinctive design is now a real moat precisely because everyone else ships the default.
18 resources.
The clearest diagnosis of why models regress to the mean, with five concrete fixes.
Superdesign 2026
Open superdesign.dev →Names the exact tells (Tailwind blue, card-in-card, bounce animations) so you can hunt them down.
SmoothUI 2026
Open smoothui.dev →A checklist with visual examples you can run against your own screens.
GenDesigns 2026
Open gendesigns.ai →An honest first-person build log of going from slop to shippable.
Alex Lavaee 2025
Open alexlavaee.me →A working designer's step-separated workflow: direction in text first, code second.
Nishkarsh Gupta Jun 2026
Open pub.towardsai.net →Shows the single highest-leverage trick: a design-system file every prompt must obey.
YouTube educator 2026
Watch on YouTube youtube.com →Developer-level fixes for the giveaway patterns AI code ships with.
Alan West (DEV) 2026
Open dev.to →A practical loop: generate with guardrails, critique, fix the worst issue, repeat.
A. Shokn (DEV) 2026
Open dev.to →How to encode your design decisions as rules an AI agent can actually consume.
Anna Arteeva (Design Systems Collective) 2025
Open designsystemscollective.com →A tooling map for keeping AI output consistent across every screen.
Into Design Systems 2025
Open intodesignsystems.com →The component foundation most AI tools speak natively; theming it is the cheapest path to a distinct look.
shadcn 2025
Open ui.shadcn.com →A ready template for documenting component decisions your AI agent cannot infer.
DesignMD Directory 2026
Open designmd.directory →The classic book that teaches non-designers exactly the judgment calls AI keeps fumbling.
Adam Wathan and Steve Schoger 2024
Open refactoringui.com →Dozens of no-judgment-needed rules; run your AI output against them like a linter.
Anthony Hobday 2024
Open anthonyhobday.com →The strategic argument for why sameness is now a product risk, not just an aesthetic one.
Aakash Gupta 2025
Open medium.com →The investor view: when execution is commoditized, distinct design is what differentiates.
The VC Corner 2025
Open thevccorner.com →How to actually train taste: exposure, iteration, and caring what good feels like.
Eric M. De Castro 2025
Open medium.com →A working designer explains how to make AI generate in your product's visual language.
Dive Club (Ridd) 2025
Listen on Spotify open.spotify.com →The same ground, over in Build the product, our Starting Up track.