生活

Configure Spring Boot Actuator for production-grade monitoring, health probes, secured management endpoints, and Micrometer metrics across JVM services.

Educator morning course health check. Shows submission rates, struggling students, grade distribution, and upcoming deadlines. Use when educator says "morning check", "course status", "how are my students", or at the start of a teaching day.

Verify plan consistency, generate summaries, maintain plan health. Use for review, verification, summaries, or plan maintenance. Mostly read-only with maintenance operations.

Colyseus multiplayer patterns for Starwards - @gameField decorators, state sync, JSON Pointer commands, room architecture, and avoiding common Colyseus pitfalls; state is source of truth, server authoritative

Test-driven development for Starwards - write the test first, watch it fail, write minimal code to pass; includes Jest unit tests, Playwright E2E tests, Colyseus state sync, @gameField decorators, Tweakpane UI, and multiplayer scenarios

Analyze OpenShift must-gather diagnostic data including cluster operators, pods, nodes, and network components. Use this skill when the user asks about cluster health, operator status, pod issues, node conditions, or wants diagnostic insights from must-gather data. Triggers: "analyze must-gather", "check cluster health", "operator status", "pod issues", "node status", "failing pods", "degraded operators", "cluster problems", "crashlooping", "network issues", "etcd health", "analyze clusteroperators", "analyze pods", "analyze nodes"

Fetch and analyze component health regressions for OpenShift releases

Infrastructure and development cost estimation for technical projects. Use when planning budgets, evaluating build vs buy decisions, or projecting TCO for architecture choices.

Grade component health based on regression triage metrics for OpenShift releases

Perform multi-touch attribution analysis using Markov chains, Shapley values, and custom attribution models. Use when you need to analyze marketing channel effectiveness, calculate conversion attribution, optimize marketing budgets, or understand customer journey paths. Supports channel transition analysis, ROI calculation, and marketing optimization insights with Chinese language support.

Method for calculating customer health/risk tiers using quantitative + qualitative data.

Use when crafting tiered ABM messaging, offers, and creative variants.

Visualization blueprint for revenue KPIs, guardrails, and action callouts.

Use when designing filters, suppression logic, and personalization cohorts for campaigns or automations.

Reporting framework for executive visibility into manufacturing pursuits.

Use to enforce approvals, compliance, and auditability for personalization programs.

Use to analyze quota distribution, attainment fairness, and productivity signals.

Use when reallocating spend across channels/ad sets or setting guardrails to stay on plan.

Use to visualize churn, expansion, and health metrics across cohorts.

Measurement system tracking engagement, health, and business impact of community programs.