{
  "id": "lib-agent:physics--data-scientist",
  "_kind": "LibraryAgent",
  "_file": "generated-library/agents.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "data-scientist",
    "description": "Agent specialized in physics data analysis, machine learning, and data pipelines",
    "libraryPath": "library/specializations/domains/science/physics/agents/data-scientist/AGENT.md",
    "specialization": "physics",
    "role": "Senior Data Scientist with expertise in physics data analysis and ML applications",
    "expertise": [
      "machine-learning",
      "data-pipelines",
      "pattern-recognition",
      "deep-learning",
      "statistical-learning",
      "feature-engineering"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-agent:physics--data-scientist",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:physics--data-scientist",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:physics--data-scientist",
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      "kind": "lib_requires_skill_area",
      "attributes": {
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    },
    {
      "from": "lib-agent:physics--data-scientist",
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      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
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    },
    {
      "from": "lib-agent:physics--data-scientist",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:physics--data-scientist",
      "to": "role:research-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:physics--data-scientist",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:physics--data-scientist",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:physics--data-scientist",
      "to": "specialization:physics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "lib-agent:physics--data-scientist",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ]
}