Vibecoders can keep AI-generated designs from looking like generic slop by learning to spot its telltale components, then applying one of three escalating fixes: cleaning up fluff with specific colors, fonts, and icons; defining an aesthetic through references; or designing from scratch in Figma. Since slop stems from generating artifacts without thought or effort, even a brief review forces reflection, and AI handles digital styles far better than organic, expressive ones. These levels suit one-off designs like dashboards and trivia decks, while fixing an entire product or brand would require agentic workflows and design systems.