anti-slop

To stop AI from generating generic UI patterns, apply a bias-correction layer that bans default tropes like centered heroes, 3-card grids, and purple gradients. This skill enforces tasteful alternatives and prevents generic AI slop in UI outputs.

AI generated landing pages default to the Inter font and placeholder metrics due to built-in model biases. Using configurable dials and banned pattern rules overrides these defaults, replacing generic 99.99% metrics and standard fonts with tasteful, varied alternatives.

To align AI generated dashboards with your brand DNA, load a brand DNA file alongside the bias-correction rules. This combination enforces brand-specific taste and avoids generic templates during UI generation.

Yes, you can apply bias-correction rules for UI prototypes without external dependencies. The skill operates independently with configurable dials and a pre-flight checklist to govern output quality before final generation.

The best way to enforce design taste and quality control in AI UI generation is implementing a pre-flight checklist with configurable dials. This approach catches generic patterns and applies bias correction before the UI output is finalized.

You should avoid automated bias correction for UI design when you intentionally want standard template patterns or default placeholder UI tropes. The bias-correction dials actively replace default AI patterns with varied alternatives, which may not suit strict template requirements.