{
  "id": "lib-agent:nanotechnology--materials-informatics-specialist",
  "_kind": "LibraryAgent",
  "_file": "generated-library/agents.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "materials-informatics-specialist",
    "description": "Agent specialized in machine learning for materials discovery and property prediction",
    "libraryPath": "library/specializations/domains/science/nanotechnology/agents/materials-informatics-specialist/AGENT.md",
    "specialization": "nanotechnology",
    "role": "Computational Specialist Agent",
    "expertise": [
      "Feature engineering",
      "Model selection and training",
      "Active learning design",
      "High-throughput screening",
      "Validation strategy",
      "Experimental prioritization"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-agent:nanotechnology--materials-informatics-specialist",
      "to": "skill-area:mathematical-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:nanotechnology--materials-informatics-specialist",
      "to": "skill-area:physics-simulation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:nanotechnology--materials-informatics-specialist",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-agent:nanotechnology--materials-informatics-specialist",
      "to": "domain:nanotechnology",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:nanotechnology--materials-informatics-specialist",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:nanotechnology--materials-informatics-specialist",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:nanotechnology--materials-informatics-specialist",
      "to": "specialization:nanotechnology",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "lib-process:materials-science--high-throughput-screening",
      "to": "lib-agent:nanotechnology--materials-informatics-specialist",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ]
}