Use when designing chaos experiments, implementing failure injection frameworks, or conducting game day exercises. Invoke for chaos experiments, resilience testing, blast radius control, game days, antifragile systems.
Use when designing cloud architectures at a strategic level — migration planning (6Rs), Well-Architected reviews, disaster recovery strategies, landing zones, or cost optimization. Not for hands-on IaC implementation (see terraform or pulumi-best-practices) or CI/CD automation (see devops). Invoke for architecture decisions, multi-account strategies, serverless design.
Use when reviewing pull requests, conducting code quality audits, or identifying security vulnerabilities. Invoke for PR reviews, code quality checks, refactoring suggestions.
Use when investigating slow queries, analyzing execution plans, or optimizing database performance. Invoke for index design, query rewrites, configuration tuning, partitioning strategies, lock contention resolution.
Use when investigating errors, analyzing stack traces, or finding root causes of unexpected behavior. Invoke for error investigation, troubleshooting, log analysis, root cause analysis.
Use when setting up CI/CD pipelines, containerizing applications with Docker, or automating deployments with GitOps. For Kubernetes-exclusive work see kubernetes, for Terraform/Pulumi IaC see terraform or pulumi-best-practices, for cloud strategy see cloud-architecture. Invoke for GitHub Actions, Docker, ArgoCD, deployment automation.
Use when building Go applications requiring concurrent programming, microservices architecture, or high-performance systems. Invoke for goroutines, channels, Go generics, gRPC integration.
Google Workspace CLI (gws) reference. Covers installation, authentication, command structure, and common operations for Drive, Gmail, Calendar, Sheets, Docs, Chat, and Admin APIs. Consult this skill when interacting with Google Workspace services.