{
  "id": "lib-agent:mathematics--optimization-expert",
  "_kind": "LibraryAgent",
  "_file": "generated-library/agents.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "optimization-expert",
    "description": "Agent specialized in mathematical optimization theory and practice",
    "libraryPath": "library/specializations/domains/science/mathematics/agents/optimization-expert/AGENT.md",
    "specialization": "mathematics",
    "role": "Optimization Agent",
    "expertise": [
      "Problem formulation guidance",
      "Convexity assessment",
      "Solver selection",
      "Reformulation techniques",
      "Duality interpretation",
      "Sensitivity analysis"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "skill-area:np-hard-heuristics",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "skill-area:mathematical-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "skill-area:dynamic-programming",
      "kind": "lib_requires_skill_area",
      "attributes": {
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    },
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "domain:mathematics",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
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      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "specialization:computational-mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:mathematics--optimization-expert",
      "to": "specialization:mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "lib-process:mathematics--convex-analysis-verification",
      "to": "lib-agent:mathematics--optimization-expert",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:mathematics--optimization-problem-formulation",
      "to": "lib-agent:mathematics--optimization-expert",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:mathematics--sensitivity-analysis-optimization",
      "to": "lib-agent:mathematics--optimization-expert",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ]
}