{
  "id": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "means-end-instrumental-reasoning",
    "description": "Means-End Instrumental Reasoning Process - Derive necessary actions and subgoals\nfrom goals through backward chaining, hierarchical task decomposition, and action planning.",
    "libraryPath": "library/specializations/domains/science/scientific-discovery/means-end-instrumental-reasoning.js",
    "specialization": "scientific-discovery",
    "references": [
      "- Newell & Simon (1972). Human Problem Solving\n- Sacerdoti (1974). Planning in a Hierarchy of Abstraction Spaces\n- Bratman (1987). Intention, Plans, and Practical Reason\n- Pollock (2006). Thinking About Acting"
    ],
    "example": "const result = await orchestrate('specializations/domains/science/scientific-discovery/means-end-instrumental-reasoning', {\n  domain: 'Research Planning',\n  goal: { description: 'Publish peer-reviewed paper on climate model validation' },\n  currentState: { hasData: true, hasModel: false, hasPaperDraft: false },\n  constraints: { deadline: '6 months', budget: '$50000' }\n});",
    "usesAgents": [
      "hypothesis-generator"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "skill-area:data-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "skill-area:statistical-analysis",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "skill-area:deep-web-research",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "domain:scientific-discovery",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "role:research-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "workflow:peer-review-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "specialization:scientific-research-methods",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:scientific-discovery--means-end-instrumental-reasoning",
      "to": "specialization:scientific-discovery",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    }
  ],
  "incomingEdges": []
}