Production-grade GitHub Actions workflows — reusable workflows, OIDC cloud auth, caching, matrix builds, and environment protection rules. Use when the user creates, reviews, or debugs CI/CD pipelines in .github/workflows, or asks about GitHub Actions…
Systematic diagnosis of Kubernetes pod failures — CrashLoopBackOff, OOMKilled, Pending, ImagePullBackOff, and service connectivity issues. Use when the user encounters pods not starting, container restart loops, scheduling failures, or service unreachability…
Implement distributed tracing with OpenTelemetry, Tempo/Jaeger — instrumentation, sampling, and trace-to-log correlation. Use when the user asks about distributed tracing, OpenTelemetry setup, span instrumentation, trace propagation, or connecting traces to…
Design reusable React components with compound patterns, controlled/uncontrolled hybrids, typed prop APIs, async state handling, and ARIA accessibility. Use when the user creates, refactors, or reviews React components, or mentions props, hooks, .tsx files,…
Apply STRIDE threat modeling to system designs, identify IDOR and authorization vulnerabilities, and build threat matrices for security reviews. Use when the user designs a new system, reviews an architecture, prepares for a security audit, or asks about…
Secure CI/CD pipelines with keyless signing, OIDC federation, provenance attestations, policy enforcement, and hardened runners.
Manage container images, Helm charts, and build artifacts — registry organization, retention, promotion between environments.
Optimize CI build speed — Docker layer caching, dependency caching, multi-stage builds, parallelism, and build matrix strategies.