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Design container registry architecture with access control, vulnerability scanning, image lifecycle, replication, and promotion workflows.

Generates a container registry management plan covering access control, scanning, lifecycle, and image promotion.

Design Docker Compose development environments with service orchestration, volume mounts, networking, and parity with production.

Generates a Docker Compose development environment design covering services, volumes, networking, and dev workflow.

Design Docker security with image hardening, runtime protection, vulnerability scanning, secret management, and supply chain security.

Generates Docker security best practices covering image hardening, scanning, runtime protection, and supply chain security.

Design Docker multi-stage builds with layer optimization, build caching, security hardening, and production image minimization strategies.

Generates a Docker multi-stage build architecture covering layer optimization, caching, security, and image size reduction.

Design infrastructure drift detection systems with scheduled scans, remediation workflows, compliance reporting, and alerting strategies.

Generates an infrastructure drift detection strategy covering detection, remediation, compliance, and operational workflows.

Design Pulumi infrastructure with component resources, stack references, policy packs, automation API, and multi-language patterns.

Generates Pulumi infrastructure patterns covering component resources, stacks, policies, testing, and automation API.

Advanced Terraform patterns including dynamic blocks, complex data transformations, provider configurations, and state manipulation techniques.

Generates advanced Terraform patterns covering dynamic blocks, data transformations, provider patterns, and refactoring.

Design Terraform security patterns with policy-as-code, secret management, provider authentication, and compliance automation.

Generates Terraform security patterns covering policy-as-code, secrets, authentication, and compliance scanning.

Design Terraform CI/CD pipelines with plan-apply workflows, approval gates, drift detection, and safe automation patterns.

Generates a Terraform CI/CD pipeline design covering plan workflows, approval gates, drift detection, and automation.

Design Terraform testing with validation, linting, unit tests, integration tests, contract tests, and end-to-end infrastructure validation.

Generates a Terraform testing strategy covering validation, linting, unit tests, integration tests, and compliance checks.

Design Terraform workspace strategies with environment isolation, variable management, and promotion workflows across dev, staging, and prod.

Generates a Terraform workspace strategy covering environment isolation, variable management, and promotion patterns.

Design Terraform state management with remote backends, state locking, workspace isolation, state migration, and disaster recovery.

Generates a Terraform state management strategy covering backends, locking, isolation, migration, and recovery.

Design Terraform modules with composition patterns, input validation, output contracts, versioning, and documentation standards.

Generates a Terraform module architecture covering composition, validation, versioning, testing, and documentation.

Systematic Kubernetes troubleshooting covering pod failures, networking issues, storage problems, and cluster-level diagnostics.

Generates a Kubernetes troubleshooting guide covering diagnostic procedures for pods, networking, storage, and cluster issues.

Design Kubernetes observability with Prometheus, Grafana, distributed tracing, log aggregation, and SLO-based alerting strategies.

Generates a Kubernetes observability architecture covering metrics, logs, traces, dashboards, and alerting pipelines.

Design GitOps workflows with ArgoCD or Flux for Kubernetes deployments, multi-cluster sync, secrets handling, and progressive delivery.

Generates a GitOps architecture covering repository structure, sync strategies, multi-cluster management, and secrets.

Design Helm charts with template patterns, dependency management, values schema, testing strategies, and chart repository management.

Generates a Helm chart architecture covering template design, values patterns, testing, and release management.

Design Kubernetes Operators with custom resources, controller patterns, reconciliation loops, and operator lifecycle management.

Generates a Kubernetes Operator architecture covering CRD design, controller logic, testing, and lifecycle management.

Design Kubernetes security with pod security standards, RBAC, network policies, secrets management, and supply chain security.

Generates a Kubernetes security architecture covering pod security, RBAC, secrets, image security, and runtime protection.

Design Kubernetes autoscaling with HPA, VPA, KEDA, cluster autoscaler, and custom metrics for efficient resource utilization.

Generates a Kubernetes autoscaling strategy covering HPA, VPA, KEDA, cluster autoscaler, and custom metrics.