{
  "id": "lib-process:algorithms-optimization--pattern-recognition",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "specializations/algorithms-optimization/pattern-recognition",
    "description": "Problem Pattern Recognition and Classification - Process for analyzing problem statements, identifying\npatterns (two-pointer, sliding window, DP, greedy, graph), and selecting appropriate algorithms based on constraints.",
    "libraryPath": "library/specializations/algorithms-optimization/pattern-recognition.js",
    "specialization": "algorithms-optimization",
    "references": [
      "- LeetCode Patterns: https://seanprashad.com/leetcode-patterns/",
      "- Algorithm Pattern Recognition: https://www.geeksforgeeks.org/fundamentals-of-algorithms/"
    ],
    "example": "const result = await orchestrate('specializations/algorithms-optimization/pattern-recognition', {\n  problemStatement: 'Given an array, find two numbers that sum to target',\n  constraints: { n: 10000, values: [-10^9, 10^9] },\n  examples: [{ input: '[2,7,11,15], target=9', output: '[0,1]' }]\n});",
    "usesAgents": [
      "competitive-programmer",
      "complexity-analyst"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "skill-area:dynamic-programming",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "skill-area:graph-algorithms",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "domain:computer-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "role:backend-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "workflow:architecture-decision-record",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "specialization:algorithms-optimization",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "lib-agent:algorithms-optimization--competitive-programmer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:algorithms-optimization--pattern-recognition",
      "to": "lib-agent:algorithms-optimization--complexity-analyst",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}