{
  "id": "lib-process:mathematics--benchmark-validation",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "benchmark-validation",
    "description": "Validate mathematical software implementations against standard benchmark problems\nand analytical solutions.",
    "libraryPath": "library/specializations/domains/science/mathematics/benchmark-validation.js",
    "specialization": "mathematics",
    "references": [
      "- NIST Digital Library of Mathematical Functions\n- DETEST ODE benchmark suite\n- LINPACK benchmark\n- LAPACK test suite"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/mathematics/benchmark-validation', {\n  implementation: { name: 'my-ode-solver', language: 'python', entry: 'solver.solve' },\n  benchmarkSuite: 'DETEST',\n  analyticalSolutions: [{ problem: 'exp-decay', solution: 'y = exp(-t)' }],\n  tolerances: { relative: 1e-6, absolute: 1e-10 }\n});",
    "usesAgents": [
      "numerical-analyst"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "skill-area:mathematical-reasoning",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "domain:mathematics",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "specialization:computational-mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "specialization:mathematics",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:mathematics--benchmark-validation",
      "to": "lib-agent:mathematics--numerical-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}