{
  "id": "lib-agent:physics--ml-physics-researcher",
  "_kind": "LibraryAgent",
  "_file": "generated-library/agents.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "ml-physics-researcher",
    "description": "Agent specialized in machine learning applications for physics research",
    "libraryPath": "library/specializations/domains/science/physics/agents/ml-physics-researcher/AGENT.md",
    "specialization": "physics",
    "role": "Principal ML Physics Researcher with expertise in physics-informed ML and AI for science",
    "expertise": [
      "physics-informed-ml",
      "neural-network-potentials",
      "generative-models",
      "scientific-ml",
      "surrogate-models",
      "uncertainty-quantification"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "skill-area:machine-learning-frameworks",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "skill-area:physics-simulation",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "domain:physics",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "role:research-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:physics--ml-physics-researcher",
      "to": "specialization:physics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}