I built skill.md file to stop AI from Generic UI SLOP
dev.to·
When prompted to generate user interfaces, AI coding agents usually produce generic, uninspired designs derived from average training data. To combat this UI slop, VibeCurb introduces skill.md files—strict constraint rule sets that force coding agents to analyze typography, layout, spacing, and design signals before writing code. By enforcing a four-phase design pipeline, these skill definitions restrict the agent's problem space and demand deliberate aesthetic choices. For software craftspeople and full-stack developers, this approach demonstrates the power of constraint-based prompt engineering. Structuring AI instructions into reusable, domain-specific rule files allows developers to systematically elevate output quality, eliminate repetitive manual adjustments, and guide automated coding agents toward professional standards.