Design, review, or refactor frontend interfaces to replace generic, template-like decisions with product-specific hierarchy, content, and interaction. Apply when UI is described as AI-generated, bland, interchangeable, over-carded, or visually derivative; preserve useful conventions and accessibility rather than pursuing novelty for its own sake.