Agent skill

evidence-interface-design

Shape, audit, specify, or implement evidence-heavy web interfaces such as reports, benchmarks, comparisons, dashboards, scorecards, calculators, ROI tools, and decision pages. Use when facts, formulas, units, sources, uncertainty, visual encoding, or fast-versus-audit reading paths must remain trustworthy while the interface makes a conclusion or decision clear. Produces a project-native evidence and composition contract without importing another brand system.