skills/design/digital-twin-dashboard-designer/SKILL.md
Engineers the frontend representations and data visualization layers for digital twin systems, making complex real-time telemetry, sensor data, and simulation outputs accessible through intuitive dashboards. Designs alert hierarchies, anomaly highlighting, and drill-down interaction patterns for operational monitoring. Trigger on digital twin dashboards, telemetry visualization, real-time monitoring UI, and operational dashboards. Do NOT trigger on digital twin specification/modeling, general web dashboard design, data analytics dashboards, backend data pipelines, or general data visualization without real-time operational context.
npx skillsauth add smartrus/claude-skills-and-apps digital-twin-dashboard-designerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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This skill specializes in designing the frontend representation and data visualization layers for digital twin systems. It creates intuitive dashboards that make complex real-time sensor data and simulation outputs accessible to operators and engineers.
Use this skill when:
Do NOT use this skill for:
development
Designs transparency, explainability, and auditability frameworks to ensure humans can meaningfully oversee and audit autonomous AI decisions. Produces trust architecture documents including explanation templates, logging requirements, override mechanisms, and confidence-calibration standards. Trigger on queries about AI trust, explainability frameworks, AI transparency, human oversight, AI auditability, explanation design, and trust architecture. Do NOT trigger on general AI/ML model building, AI ethics policy writing, UI/UX design without trust context, compliance auditing, or data privacy implementation.
development
Models virtual replicas of physical systems (factories, supply chains, infrastructure) to simulate real-world operations and define predictive maintenance schedules. Generates digital twin specifications, sensor mapping requirements, and simulation parameters for operational planning. Trigger on queries about digital twins, virtual replicas, predictive maintenance planning, simulation models, sensor mapping, and operational simulation. Do NOT trigger on general IoT device management, dashboard design, data visualization, supply chain analytics without simulation context, or hardware procurement.
testing
Analyzes team workflows, task dependencies, and context-switching patterns to dynamically reorganize work assignments that reduce mental fatigue and cognitive overhead. Models task complexity, attention cost of switches, and focus-time requirements to optimize human productivity. Trigger on queries about cognitive load, context switching, mental fatigue, workflow optimization, task reorganization, focus time, and attention management. Do NOT trigger on general project management, sprint planning, Jira/Linear ticket triage, team capacity planning without cognitive context, performance reviews, or process documentation.
development
Strictly audits frontend code, UI components, and design mockups against WCAG 2.2 AA standards. Identifies violations in color contrast, keyboard navigation, screen reader compatibility, ARIA attributes, focus management, and touch target sizing. Generates prioritized remediation reports with code fix suggestions. Trigger on queries about WCAG audits, accessibility audits, a11y checks, color contrast, screen reader compatibility, keyboard navigation, ARIA attributes, and accessibility remediation. Do NOT trigger on general UI/UX design feedback, visual design critique, performance optimization, SEO auditing, or cross-browser compatibility testing.