{
  "id": "lib-agent:data-science-ml--ml-architect",
  "_kind": "LibraryAgent",
  "_file": "generated-library/agents.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "ml-architect",
    "description": "Agent specialized in ML system architecture, model selection, and pipeline design.",
    "libraryPath": "library/specializations/data-science-ml/agents/ml-architect/AGENT.md",
    "specialization": "data-science-ml",
    "role": "Planning Agent",
    "expertise": [
      "Architecture pattern selection",
      "Model family recommendation",
      "Pipeline design decisions",
      "Infrastructure requirements",
      "Scalability planning",
      "Technical debt assessment"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "skill-area:ci-cd-ml-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "role:ml-engineer-convergent",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "workflow:ml-model-lifecycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--ml-architect",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    }
  ],
  "incomingEdges": []
}