skills/product/digital-twin-planner/SKILL.md
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.
npx skillsauth add smartrus/claude-skills-and-apps digital-twin-plannerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Models virtual replicas of physical systems to simulate operations and plan predictive maintenance.
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.
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.
tools
Uses causal reasoning and distributed tracing analysis to locate the root microservice causing unpredictable latency spikes in complex service meshes. Analyzes trace spans, dependency graphs, and timing correlations to pinpoint bottlenecks that traditional APM tools miss. Trigger when: latency spikes occur, performance bottlenecks need identification, slow microservice investigation, trace analysis required, distributed tracing debug needed, p99 latency investigation, service mesh latency issues, or root cause latency analysis. Do NOT trigger for: general application debugging without latency context, Kubernetes pod lifecycle issues, network connectivity troubleshooting, load testing or capacity planning, or cost optimization.