{
  "id": "role:ml-engineer-convergent",
  "_kind": "Role",
  "_file": "role/roles/roles-data-ml.yaml",
  "_cluster": "role",
  "attributes": {
    "displayName": "ML Engineer",
    "isAgentic": false,
    "requiredCapabilities": [],
    "requiredDomains": [],
    "description": "Productionizes models: fine-tuning, eval harnesses, prompt and retrieval pipelines, GPU performance.\n(Convergent-catalog update; complements the canonical `role:ml-engineer` example with explicit SkillArea expertise edges.)\n"
  },
  "outgoingEdges": [
    {
      "from": "role:ml-engineer-convergent",
      "to": "responsibility:model-validation",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "responsibility:performance-optimization",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "responsibility:documentation",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "skill-area:ml-fine-tuning",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "skill-area:prompt-engineering",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "skill-area:retrieval-augmented-generation",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "skill-area:eval-driven-development",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "skill-area:cuda-kernels",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "role:ml-engineer-convergent",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    }
  ]
}