Cyclomatic complexity, coupling, cohesion, and size metrics measurement. Trigger: "measure complexity", "code metrics", "coupling analysis", "cohesion".

Identifies code smells, anti-patterns, and structural decay in codebases using systematic pattern matching. Trigger: detect smells, find anti-patterns, review code quality, check code hygiene.

Identifies code smells, anti-patterns, and structural decay in codebases using systematic pattern matching. Trigger: detect smells, find anti-patterns, review code quality, check code hygiene.

Designs code review checklists, severity classification, and automated check integration for consistent PR reviews. Trigger: "code review checklist", "review framework", "PR review standards", "review automation".

Designs code review checklists, severity classification, and automated check integration for consistent PR reviews. Trigger: "code review checklist", "review framework", "PR review standards", "review automation".

Container orchestration, service mesh design, serverless patterns, multi-cloud strategy, and FinOps optimization for cloud-native systems. Trigger: "cloud native", "containers", "kubernetes", "service mesh", "serverless", "multi-cloud", "FinOps".

Container orchestration, service mesh design, serverless patterns, multi-cloud strategy, and FinOps optimization for cloud-native systems. Trigger: "cloud native", "containers", "kubernetes", "service mesh", "serverless", "multi-cloud", "FinOps".

7R assessment, workload classification, wave planning, and cutover strategy for cloud migration programs. Trigger: "cloud migration", "7R", "workload migration", "wave planning", "cutover", "replatform", "refactor".

7R assessment, workload classification, wave planning, and cutover strategy for cloud migration programs. Trigger: "cloud migration", "7R", "workload migration", "wave planning", "cutover", "replatform", "refactor".

Designs CI/CD pipeline architecture including stages, quality gates, artifact management, and deployment strategies. Trigger: "CI/CD pipeline", "build pipeline", "deployment pipeline", "continuous delivery setup".

Designs CI/CD pipeline architecture including stages, quality gates, artifact management, and deployment strategies. Trigger: "CI/CD pipeline", "build pipeline", "deployment pipeline", "continuous delivery setup".

Pipeline health, build times, flakiness, and deployment strategy analysis. Trigger: "analyze CI/CD", "pipeline health", "build times", "deployment strategy".

Pipeline health, build times, flakiness, and deployment strategy analysis. Trigger: "analyze CI/CD", "pipeline health", "build times", "deployment strategy".

Designs cache architectures using cache-aside, write-through, write-back patterns with invalidation and CDN strategies. Trigger: "caching strategy", "cache architecture", "cache invalidation", "CDN design", "cache patterns".

Designs cache architectures using cache-aside, write-through, write-back patterns with invalidation and CDN strategies. Trigger: "caching strategy", "cache architecture", "cache invalidation", "CDN design", "cache patterns".

Semantic layer design, dashboard architecture, self-service analytics patterns, and KPI framework engineering. Trigger: "BI architecture", "semantic layer", "dashboard", "self-service analytics", "KPI framework", "reporting".

Semantic layer design, dashboard architecture, self-service analytics patterns, and KPI framework engineering. Trigger: "BI architecture", "semantic layer", "dashboard", "self-service analytics", "KPI framework", "reporting".

Designs authentication and authorization architectures using OAuth2, OIDC, RBAC, ABAC, and identity provider integration. Trigger: "auth architecture", "authentication design", "authorization patterns", "OAuth2", "OIDC", "identity provider".

Designs authentication and authorization architectures using OAuth2, OIDC, RBAC, ABAC, and identity provider integration. Trigger: "auth architecture", "authentication design", "authorization patterns", "OAuth2", "OIDC", "identity provider".

C4 model diagrams, component relationships, and architectural pattern identification. Trigger: "map architecture", "C4 diagram", "component diagram", "system context".