Ask an AI coding agent for a Fluent UI card and it often hands back a hardcoded div with invented colors, because generic React training data has never heard of SharePoint's theme constraints. This post walks through react-design.md's 16-section "Copilot UI Contract," the SPFx Dev Skills rule set that stops that failure before an agent writes a single component.