{
  "id": "domain:devops",
  "_kind": "Domain",
  "_file": "domain/domains/devops.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "DevOps",
    "description": "DevOps bridges software development and IT operations to shorten\ndelivery cycles, increase deployment frequency, and improve reliability\nthrough automation, shared tooling, and cultural practices.\n\nCore practices include CI/CD pipelines, infrastructure-as-code,\nconfiguration management, container orchestration (Kubernetes), and\nfeedback loops via monitoring and incident management. It overlaps\nheavily with SRE (reliability engineering) and Platform Engineering\n(internal developer platforms). Languages most common in this domain\ninclude Bash, Python, Go, and YAML-based configuration.\n"
  },
  "outgoingEdges": [
    {
      "from": "domain:devops",
      "to": "specialization:devops-sre-platform",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "specialization:k8s-ops",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "specialization:sre",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:blue-green-deployment",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:ci-artifacts",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:ci-observability",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:ci-pipeline-design",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:ci-runners",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:ci-secrets-management",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:ci-triggers",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:deployment-strategies",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:feature-flags",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:github-actions-workflows",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:microservices-architecture",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:monorepo-ci",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:remote-dispatch",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:scheduled-dispatch",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:sidecar-pattern",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:chaos-engineering",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:observability-driven-development",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:platform-engineering-practices",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:rate-limiting",
      "kind": "contains"
    },
    {
      "from": "domain:devops",
      "to": "topic:agent-dispatch-as-ci",
      "kind": "contains",
      "attributes": {
        "notes": "Agent dispatch runs as CI/CD pipeline jobs"
      }
    },
    {
      "from": "domain:devops",
      "to": "topic:gitops-transparency",
      "kind": "contains",
      "attributes": {
        "notes": "Every UI action has a kubectl equivalent"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "definition:ci-pipeline-pr",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:ci-pipeline-main",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:ci-pipeline-release",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:ci-pipeline-scheduled",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:ci-pipeline-dispatch",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:trigger-push",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:trigger-pr",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:trigger-schedule",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:trigger-dispatch",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:trigger-tag",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:trigger-webhook",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:trigger-remote-dispatch",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:dispatch-agent-to-ci",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:dispatch-ci-to-agent",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:dispatch-cross-repo",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "language:bash",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "language:powershell",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "methodology:trunk-based-development",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "methodology:GitFlow",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "methodology:DORA-metrics-framework",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "methodology:Google-SRE-methodology",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-stack",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-trigger-rule",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-workspace-policy",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-service-account",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-role-binding",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-secret-grant",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-config-grant",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-transport-binding",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-gateway-config",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-dispatch-run",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-dispatch-attempt",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-workspace",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-trigger-execution",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kradle-agent-workspace-runtime",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "responsibility:repository-governance",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "responsibility:forge-availability",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "platform:kradle",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:kubernetes-native-forge",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:agent-dispatch-as-ci",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:gitops-transparency",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "tool-server:kradle-api",
      "to": "domain:devops",
      "kind": "lib_applies_to_domain",
      "attributes": {}
    },
    {
      "from": "definition:kradle-config-kinds",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "definition:kradle-forge-model",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "skill-area:kubernetes-operator-development",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:git-forge-administration",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:gitops-deployment",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "workflow:kradle-pr-lifecycle",
      "to": "domain:devops",
      "kind": "applies_to_domain"
    },
    {
      "from": "role:site-reliability-engineer",
      "to": "domain:devops",
      "kind": "requires_skill",
      "attributes": {
        "level": "expert"
      }
    },
    {
      "from": "role:on-call",
      "to": "domain:devops",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:devops-engineer",
      "to": "domain:devops",
      "kind": "requires_skill",
      "attributes": {
        "level": "expert"
      }
    },
    {
      "from": "role:release-manager",
      "to": "domain:devops",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:change-manager",
      "to": "domain:devops",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "skill-area:configuration-management",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:background-job-processing",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:deployment-infrastructure-management",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:task-scheduling-cron-jobs",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:database-migrations-zero-downtime",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:serverless-cold-start-optimization",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:github-actions-authoring",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:ci-pipeline-optimization",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:deployment-automation",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:ci-security",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:ci-cd",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:incident-communication",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:status-page-management",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:test-environment-management",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:feature-management",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:operations-automation",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:deployment",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:incident-management",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:change-management-ops",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:capacity-planning-ops",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:runbook-authoring",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:containerization",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:terraform-infrastructure",
      "to": "domain:devops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "specialization:k8s-ops",
      "to": "domain:devops",
      "kind": "specializes"
    },
    {
      "from": "specialization:devops-sre-platform",
      "to": "domain:devops",
      "kind": "specializes"
    },
    {
      "from": "specialization:sre",
      "to": "domain:devops",
      "kind": "specializes"
    },
    {
      "from": "stack-profile:kubernetes-platform-engineering",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:observability-stack",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:cicd-platform",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:log-analytics-elk",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:gitops-deployment",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:container-registry-scanning",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:incident-management-platform",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:runbook-automation",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:release-orchestration",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:circuit-breakers",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:microservices-architecture",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:sidecar-pattern",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:auto-scaling",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:microservices",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:monolith-to-microservices",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:blue-green-deployment",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:feature-flags",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:trunk-based-development",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:gitflow",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:chaos-engineering",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:platform-engineering-practices",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:github-actions-workflows",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:ci-pipeline-design",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:deployment-strategies",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:ci-triggers",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:ci-runners",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:ci-artifacts",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:ci-secrets-management",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:monorepo-ci",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:ci-observability",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:remote-dispatch",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:scheduled-dispatch",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:event-driven-dispatch",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:continuous-integration",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:continuous-deployment",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:infrastructure-as-code",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:service-mesh",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:immutable-infrastructure",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:dependency-hell",
      "to": "domain:devops",
      "kind": "belongs_to_domain"
    },
    {
      "from": "topic:serverless-vs-containers",
      "to": "domain:devops",
      "kind": "belongs_to_domain"
    },
    {
      "from": "topic:infrastructure-as-code-patterns",
      "to": "domain:devops",
      "kind": "belongs_to_domain"
    },
    {
      "from": "topic:gitops-principles",
      "to": "domain:devops",
      "kind": "belongs_to_domain"
    },
    {
      "from": "topic:package-management",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:slo-sli",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:incident-management",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:ci-cd",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "topic:release-management",
      "to": "domain:devops",
      "kind": "applies_to"
    },
    {
      "from": "workflow:pull-request-lifecycle",
      "to": "domain:devops",
      "kind": "applies_to_domain"
    },
    {
      "from": "workflow:dependency-update",
      "to": "domain:devops",
      "kind": "applies_to_domain"
    },
    {
      "from": "workflow:engineering-onboarding",
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