{
  "id": "lib-process:algorithms-optimization--algorithm-implementation",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "specializations/algorithms-optimization/algorithm-implementation",
    "description": "Algorithm Implementation from Scratch - Process for implementing classic algorithms from pseudocode/description\nwith correctness proofs, complexity analysis, testing with edge cases, and optimization.",
    "libraryPath": "library/specializations/algorithms-optimization/algorithm-implementation.js",
    "specialization": "algorithms-optimization",
    "references": [
      [
        "CLRS Introduction to Algorithms"
      ],
      "- CP-Algorithms: https://cp-algorithms.com/",
      [
        "Algorithm Design Manual by Skiena"
      ]
    ],
    "example": "const result = await orchestrate('specializations/algorithms-optimization/algorithm-implementation', {\n  algorithmName: 'QuickSort',\n  algorithmType: 'sorting',\n  language: 'python',\n  pseudocode: 'Divide and conquer sorting algorithm using pivot'\n});",
    "usesAgents": [
      "algorithm-designer",
      "correctness-verifier",
      "test-engineer",
      "complexity-analyst"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "skill-area:dynamic-programming",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "skill-area:graph-algorithms",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "domain:computer-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "workflow:architecture-decision-record",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "specialization:algorithms-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "lib-agent:algorithms-optimization--algorithm-designer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "lib-agent:algorithms-optimization--correctness-verifier",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "lib-agent:algorithms-optimization--test-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:algorithms-optimization--algorithm-implementation",
      "to": "lib-agent:algorithms-optimization--complexity-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}