{
  "id": "role:ml-infrastructure-engineer",
  "_kind": "Role",
  "_file": "role/roles/roles-expanded.yaml",
  "_cluster": "role",
  "attributes": {
    "displayName": "ML Infrastructure Engineer",
    "isAgentic": false,
    "requiredCapabilities": [],
    "requiredDomains": [],
    "description": "Builds the platform for training, serving, and monitoring ML models —\nGPU clusters, experiment tracking, model registries, and inference\npipelines at scale.\n"
  },
  "outgoingEdges": [
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "responsibility:platform-reliability",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "responsibility:model-quality-assurance",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "responsibility:capacity-planning",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "skill-area:containerization",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "skill-area:terraform-infrastructure",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {}
    },
    {
      "from": "role:ml-infrastructure-engineer",
      "to": "domain:infrastructure",
      "kind": "applies_to",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}