{
  "metadata": {
    "title": "AI for EE Research: From Researcher to Orchestrator",
    "description": "A hands-on learning graph for graduate students in electrical and computer engineering who want to use generative AI, Markdown project files, agent skills, and teams of planning and execution agents for literature search, data analysis, brainstorming, coding, and manuscript preparation.",
    "creator": "Dan McCreary",
    "date": "2026-10-15",
    "version": "1.2",
    "format": "Learning Graph JSON v1.0",
    "schema": "https://raw.githubusercontent.com/dmccreary/learning-graphs/refs/heads/main/src/schema/learning-graph-schema.json",
    "license": "CC BY-NC-SA 4.0 DEED"
  },
  "groups": {
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      "classifierName": "Foundations of AI-Assisted Research",
      "color": "SteelBlue",
      "font": {
        "color": "white"
      }
    },
    "LLM": {
      "classifierName": "How Language Models Work",
      "color": "DarkSlateBlue",
      "font": {
        "color": "white"
      }
    },
    "PROMPT": {
      "classifierName": "Prompting and Context Engineering",
      "color": "LightSkyBlue",
      "font": {
        "color": "black"
      }
    },
    "MDKB": {
      "classifierName": "Markdown and Project Knowledge",
      "color": "Gold",
      "font": {
        "color": "black"
      }
    },
    "SKILL": {
      "classifierName": "Agent Skills",
      "color": "Orange",
      "font": {
        "color": "black"
      }
    },
    "AGENT": {
      "classifierName": "Agents and Tool Use",
      "color": "DarkGreen",
      "font": {
        "color": "white"
      }
    },
    "ORCH": {
      "classifierName": "Agent Teams and Orchestration",
      "color": "LimeGreen",
      "font": {
        "color": "black"
      }
    },
    "LIT": {
      "classifierName": "Literature Search and Synthesis",
      "color": "Teal",
      "font": {
        "color": "white"
      }
    },
    "DATA": {
      "classifierName": "Data Analysis and Scientific Coding",
      "color": "DodgerBlue",
      "font": {
        "color": "white"
      }
    },
    "BRAIN": {
      "classifierName": "Brainstorming and Problem Framing",
      "color": "HotPink",
      "font": {
        "color": "black"
      }
    },
    "MANU": {
      "classifierName": "Manuscript Preparation",
      "color": "MediumPurple",
      "font": {
        "color": "white"
      }
    },
    "COMM": {
      "classifierName": "MicroSims and Research Communication",
      "color": "Coral",
      "font": {
        "color": "black"
      }
    },
    "VERIF": {
      "classifierName": "Verification and Reproducibility",
      "color": "Crimson",
      "font": {
        "color": "white"
      }
    },
    "ETHIC": {
      "classifierName": "Responsible and Ethical Use",
      "color": "SaddleBrown",
      "font": {
        "color": "white"
      }
    },
    "CASE": {
      "classifierName": "Case Studies and Capstone",
      "color": "DimGray",
      "font": {
        "color": "white"
      }
    },
    "PERS": {
      "classifierName": "Always-On Personal Agents",
      "color": "OliveDrab",
      "font": {
        "color": "white"
      }
    },
    "PKG": {
      "classifierName": "Personal Knowledge Graphs",
      "color": "Indigo",
      "font": {
        "color": "white"
      }
    }
  },
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      "cis": 1144
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    {
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      "label": "Literature Search",
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    },
    {
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    },
    {
      "id": 4,
      "label": "Brainstorming",
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    },
    {
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      "label": "Scientific Coding",
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    },
    {
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      "label": "Manuscript Preparation",
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    },
    {
      "id": 7,
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    {
      "id": 8,
      "label": "Research Productivity",
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    },
    {
      "id": 13,
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      "group": "FOUND",
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    },
    {
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    },
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      "id": 15,
      "label": "Human in the Loop",
      "group": "FOUND",
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    },
    {
      "id": 16,
      "label": "Task Decomposition",
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    },
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      "label": "Research Pipeline",
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      "label": "Reproducibility",
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    },
    {
      "id": 19,
      "label": "Research Group",
      "group": "FOUND",
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    },
    {
      "id": 20,
      "label": "Electrical Engineering Research",
      "group": "FOUND",
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    },
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      "id": 21,
      "label": "Token",
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    },
    {
      "id": 22,
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    {
      "id": 23,
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    },
    {
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    },
    {
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    },
    {
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    },
    {
      "id": 27,
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    },
    {
      "id": 28,
      "label": "Temperature",
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    },
    {
      "id": 29,
      "label": "Training Data",
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    },
    {
      "id": 30,
      "label": "Knowledge Cutoff",
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    },
    {
      "id": 31,
      "label": "Hallucination",
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    },
    {
      "id": 32,
      "label": "Fabricated Citation",
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    },
    {
      "id": 33,
      "label": "Model Selection",
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    },
    {
      "id": 34,
      "label": "Model Size",
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    {
      "id": 35,
      "label": "Reasoning Model",
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    },
    {
      "id": 36,
      "label": "Multimodal Model",
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    },
    {
      "id": 37,
      "label": "Open Weight Model",
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    },
    {
      "id": 38,
      "label": "Local Model",
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    },
    {
      "id": 39,
      "label": "API Access",
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    },
    {
      "id": 40,
      "label": "Token Cost",
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    },
    {
      "id": 41,
      "label": "Rate Limit",
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      "cis": 1
    },
    {
      "id": 42,
      "label": "Latency",
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    },
    {
      "id": 43,
      "label": "Embedding",
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    },
    {
      "id": 44,
      "label": "Retrieval Augmented Generation",
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    },
    {
      "id": 45,
      "label": "Vector Search",
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    },
    {
      "id": 46,
      "label": "Model Benchmark",
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    },
    {
      "id": 47,
      "label": "Model Context Protocol",
      "group": "LLM",
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    },
    {
      "id": 48,
      "label": "Chat Interface",
      "group": "LLM",
      "cis": 22
    },
    {
      "id": 49,
      "label": "Command Line Interface",
      "group": "LLM",
      "shape": "box",
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    },
    {
      "id": 50,
      "label": "Model Version Drift",
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    },
    {
      "id": 51,
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    },
    {
      "id": 52,
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    },
    {
      "id": 53,
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    },
    {
      "id": 54,
      "label": "Role Prompting",
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    },
    {
      "id": 55,
      "label": "Few-Shot Examples",
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    },
    {
      "id": 56,
      "label": "Chain of Thought",
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    },
    {
      "id": 57,
      "label": "Structured Output",
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    },
    {
      "id": 58,
      "label": "Output Format",
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    },
    {
      "id": 59,
      "label": "Constraints",
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    },
    {
      "id": 60,
      "label": "Acceptance Criteria",
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    },
    {
      "id": 61,
      "label": "Iterative Refinement",
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    },
    {
      "id": 62,
      "label": "Prompt Template",
      "group": "PROMPT",
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    },
    {
      "id": 63,
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    {
      "id": 64,
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    },
    {
      "id": 65,
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    },
    {
      "id": 66,
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    },
    {
      "id": 67,
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    },
    {
      "id": 68,
      "label": "Conversation History",
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    },
    {
      "id": 69,
      "label": "Summarization",
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    },
    {
      "id": 70,
      "label": "Long Document Handling",
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    },
    {
      "id": 71,
      "label": "Prompt Injection",
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    {
      "id": 72,
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    {
      "id": 73,
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    {
      "id": 74,
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    {
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    {
      "id": 76,
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    },
    {
      "id": 77,
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    },
    {
      "id": 78,
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    {
      "id": 79,
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    {
      "id": 80,
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    },
    {
      "id": 81,
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    },
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    {
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    },
    {
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    },
    {
      "id": 85,
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    },
    {
      "id": 86,
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    {
      "id": 87,
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      "id": 88,
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    {
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    {
      "id": 90,
      "label": "CLAUDE.md File",
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    },
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    },
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    {
      "id": 94,
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    },
    {
      "id": 95,
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    },
    {
      "id": 96,
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    },
    {
      "id": 97,
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    },
    {
      "id": 98,
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    },
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    },
    {
      "id": 101,
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    },
    {
      "id": 102,
      "label": "Version Control",
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    },
    {
      "id": 103,
      "label": "Git",
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    },
    {
      "id": 104,
      "label": "Git Commit",
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    },
    {
      "id": 105,
      "label": "GitHub Repository",
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    },
    {
      "id": 106,
      "label": "Branch",
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    },
    {
      "id": 107,
      "label": "Diff Review",
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    },
    {
      "id": 108,
      "label": "File Organization",
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    },
    {
      "id": 109,
      "label": "Naming Conventions",
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    },
    {
      "id": 110,
      "label": "Documentation as Code",
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    },
    {
      "id": 111,
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    },
    {
      "id": 112,
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    },
    {
      "id": 113,
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    },
    {
      "id": 114,
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    },
    {
      "id": 115,
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    },
    {
      "id": 116,
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    },
    {
      "id": 117,
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    },
    {
      "id": 118,
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    },
    {
      "id": 119,
      "label": "Reference Documents",
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    },
    {
      "id": 120,
      "label": "Progressive Disclosure",
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    },
    {
      "id": 121,
      "label": "Skill Scope",
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    },
    {
      "id": 122,
      "label": "Single Purpose Skill",
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    },
    {
      "id": 123,
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    },
    {
      "id": 124,
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    },
    {
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    },
    {
      "id": 126,
      "label": "Skill Library",
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    },
    {
      "id": 127,
      "label": "Skill Sharing",
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    },
    {
      "id": 128,
      "label": "Skill Installation",
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    },
    {
      "id": 129,
      "label": "Slash Command",
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    },
    {
      "id": 130,
      "label": "Skill Composition",
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    },
    {
      "id": 131,
      "label": "Skill Metadata",
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    },
    {
      "id": 132,
      "label": "Skill Failure Modes",
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    },
    {
      "id": 133,
      "label": "Skill Maintenance",
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    },
    {
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    },
    {
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    },
    {
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    },
    {
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    },
    {
      "id": 138,
      "label": "Tool Call",
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    },
    {
      "id": 139,
      "label": "Tool Definition",
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    },
    {
      "id": 140,
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      "group": "AGENT",
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    },
    {
      "id": 141,
      "label": "Shell Commands",
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    },
    {
      "id": 142,
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    },
    {
      "id": 143,
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    },
    {
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    },
    {
      "id": 145,
      "label": "Sandboxing",
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    },
    {
      "id": 146,
      "label": "Permissions",
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    },
    {
      "id": 147,
      "label": "Permission Modes",
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    },
    {
      "id": 148,
      "label": "Subagent",
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    },
    {
      "id": 149,
      "label": "Parallel Agents",
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    },
    {
      "id": 150,
      "label": "Agent Memory",
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    },
    {
      "id": 151,
      "label": "Agent Hooks",
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    },
    {
      "id": 152,
      "label": "MCP Server",
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    },
    {
      "id": 153,
      "label": "External Data Sources",
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      "cis": 2
    },
    {
      "id": 154,
      "label": "API Integration",
      "group": "AGENT",
      "cis": 1
    },
    {
      "id": 155,
      "label": "Database Access",
      "group": "AGENT",
      "cis": 1
    },
    {
      "id": 156,
      "label": "Notebook Environment",
      "group": "AGENT",
      "cis": 3
    },
    {
      "id": 157,
      "label": "Jupyter Notebook",
      "group": "AGENT",
      "cis": 2
    },
    {
      "id": 158,
      "label": "Agent Autonomy",
      "group": "AGENT",
      "cis": 63
    },
    {
      "id": 159,
      "label": "Agent Supervision",
      "group": "AGENT",
      "cis": 1
    },
    {
      "id": 160,
      "label": "Agent Logging",
      "group": "AGENT",
      "cis": 4
    },
    {
      "id": 161,
      "label": "Agent Failure Modes",
      "group": "AGENT",
      "cis": 5
    },
    {
      "id": 162,
      "label": "Runaway Agent",
      "group": "AGENT",
      "cis": 1
    },
    {
      "id": 163,
      "label": "Cost Control",
      "group": "AGENT",
      "cis": 5
    },
    {
      "id": 164,
      "label": "Task Scheduling",
      "group": "AGENT",
      "cis": 47
    },
    {
      "id": 165,
      "label": "Background Tasks",
      "group": "AGENT",
      "cis": 41
    },
    {
      "id": 166,
      "label": "Agent Evaluation",
      "group": "AGENT",
      "cis": 1
    },
    {
      "id": 167,
      "label": "Agent Handoff",
      "group": "AGENT",
      "cis": 31
    },
    {
      "id": 168,
      "label": "Context Isolation",
      "group": "AGENT",
      "cis": 1
    },
    {
      "id": 169,
      "label": "Trust Boundary",
      "group": "AGENT",
      "cis": 20
    },
    {
      "id": 170,
      "label": "Credential Handling",
      "group": "AGENT",
      "cis": 10
    },
    {
      "id": 171,
      "label": "Planning Agent",
      "group": "ORCH",
      "cis": 63
    },
    {
      "id": 172,
      "label": "Execution Agent",
      "group": "ORCH",
      "cis": 53
    },
    {
      "id": 173,
      "label": "Planner Executor Pattern",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 174,
      "label": "Reviewer Agent",
      "group": "ORCH",
      "cis": 49
    },
    {
      "id": 175,
      "label": "Research Agent",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 176,
      "label": "Coding Agent",
      "group": "ORCH",
      "cis": 2
    },
    {
      "id": 177,
      "label": "Writing Agent",
      "group": "ORCH",
      "cis": 9
    },
    {
      "id": 178,
      "label": "Analysis Agent",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 179,
      "label": "Literature Agent",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 180,
      "label": "Agent Roles",
      "group": "ORCH",
      "cis": 34
    },
    {
      "id": 181,
      "label": "Agent Team",
      "group": "ORCH",
      "cis": 29
    },
    {
      "id": 182,
      "label": "Orchestration",
      "group": "ORCH",
      "cis": 8
    },
    {
      "id": 183,
      "label": "Orchestrator",
      "group": "ORCH",
      "cis": 7
    },
    {
      "id": 184,
      "label": "Planning Agent Team",
      "group": "ORCH",
      "cis": 5
    },
    {
      "id": 185,
      "label": "Execution Agent Team",
      "group": "ORCH",
      "cis": 5
    },
    {
      "id": 186,
      "label": "Agent Ratio",
      "group": "ORCH",
      "cis": 4
    },
    {
      "id": 187,
      "label": "Work Breakdown",
      "group": "ORCH",
      "cis": 19
    },
    {
      "id": 188,
      "label": "Task Queue",
      "group": "ORCH",
      "cis": 3
    },
    {
      "id": 189,
      "label": "Task Dependencies",
      "group": "ORCH",
      "cis": 13
    },
    {
      "id": 190,
      "label": "Handoff Protocol",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 191,
      "label": "Shared Workspace",
      "group": "ORCH",
      "cis": 4
    },
    {
      "id": 192,
      "label": "Conflict Resolution",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 193,
      "label": "Review Checkpoint",
      "group": "ORCH",
      "cis": 12
    },
    {
      "id": 194,
      "label": "Human Approval Gate",
      "group": "ORCH",
      "cis": 5
    },
    {
      "id": 195,
      "label": "Progress Tracking",
      "group": "ORCH",
      "cis": 2
    },
    {
      "id": 196,
      "label": "Status Reporting",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 197,
      "label": "Task Prioritization",
      "group": "ORCH",
      "cis": 2
    },
    {
      "id": 198,
      "label": "Researcher Attention",
      "group": "ORCH",
      "cis": 3
    },
    {
      "id": 199,
      "label": "Delegation",
      "group": "ORCH",
      "cis": 3
    },
    {
      "id": 200,
      "label": "Span of Control",
      "group": "ORCH",
      "cis": 2
    },
    {
      "id": 201,
      "label": "Agent Specification",
      "group": "ORCH",
      "cis": 4
    },
    {
      "id": 202,
      "label": "Plan Review",
      "group": "ORCH",
      "cis": 2
    },
    {
      "id": 203,
      "label": "Plan Revision",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 204,
      "label": "Cost and Benefit",
      "group": "ORCH",
      "cis": 2
    },
    {
      "id": 205,
      "label": "Scaling Agent Teams",
      "group": "ORCH",
      "cis": 1
    },
    {
      "id": 206,
      "label": "Literature Review",
      "group": "LIT",
      "cis": 6
    },
    {
      "id": 207,
      "label": "Search Strategy",
      "group": "LIT",
      "cis": 12
    },
    {
      "id": 208,
      "label": "Keyword Generation",
      "group": "LIT",
      "cis": 1
    },
    {
      "id": 209,
      "label": "Citation Chaining",
      "group": "LIT",
      "cis": 1
    },
    {
      "id": 210,
      "label": "Paper Summarization",
      "group": "LIT",
      "cis": 13
    },
    {
      "id": 211,
      "label": "Annotated Bibliography",
      "group": "LIT",
      "cis": 1
    },
    {
      "id": 212,
      "label": "Reading List",
      "group": "LIT",
      "cis": 1
    },
    {
      "id": 213,
      "label": "Research Gap",
      "group": "LIT",
      "cis": 3
    },
    {
      "id": 214,
      "label": "Related Work",
      "group": "LIT",
      "cis": 2
    },
    {
      "id": 215,
      "label": "Citation Verification",
      "group": "LIT",
      "cis": 2
    },
    {
      "id": 216,
      "label": "DOI Lookup",
      "group": "LIT",
      "cis": 3
    },
    {
      "id": 217,
      "label": "Reference Manager",
      "group": "LIT",
      "cis": 2
    },
    {
      "id": 218,
      "label": "BibTeX",
      "group": "LIT",
      "cis": 6
    },
    {
      "id": 219,
      "label": "Paper Triage",
      "group": "LIT",
      "cis": 2
    },
    {
      "id": 220,
      "label": "Claim Extraction",
      "group": "LIT",
      "cis": 3
    },
    {
      "id": 221,
      "label": "Comparison Table",
      "group": "LIT",
      "cis": 2
    },
    {
      "id": 222,
      "label": "Evidence Synthesis",
      "group": "LIT",
      "cis": 1
    },
    {
      "id": 223,
      "label": "Source Quality",
      "group": "LIT",
      "cis": 2
    },
    {
      "id": 224,
      "label": "Preprint Server",
      "group": "LIT",
      "cis": 5
    },
    {
      "id": 225,
      "label": "Scholarly Databases",
      "group": "LIT",
      "cis": 7
    },
    {
      "id": 226,
      "label": "Data Cleaning",
      "group": "DATA",
      "cis": 9
    },
    {
      "id": 227,
      "label": "Measurement Data",
      "group": "DATA",
      "cis": 14
    },
    {
      "id": 228,
      "label": "Exploratory Analysis",
      "group": "DATA",
      "cis": 8
    },
    {
      "id": 229,
      "label": "Statistical Analysis",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 230,
      "label": "Data Visualization",
      "group": "DATA",
      "cis": 6
    },
    {
      "id": 231,
      "label": "Plotting",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 232,
      "label": "Python",
      "group": "DATA",
      "shape": "box",
      "cis": 46
    },
    {
      "id": 233,
      "label": "Analysis Script",
      "group": "DATA",
      "cis": 25
    },
    {
      "id": 234,
      "label": "Unit Tests",
      "group": "DATA",
      "cis": 7
    },
    {
      "id": 235,
      "label": "Code Review",
      "group": "DATA",
      "cis": 2
    },
    {
      "id": 236,
      "label": "Debugging",
      "group": "DATA",
      "cis": 5
    },
    {
      "id": 237,
      "label": "Error Messages",
      "group": "DATA",
      "cis": 6
    },
    {
      "id": 238,
      "label": "Silent Errors",
      "group": "DATA",
      "cis": 2
    },
    {
      "id": 239,
      "label": "Numerical Sanity Check",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 240,
      "label": "Simulation Script",
      "group": "DATA",
      "cis": 13
    },
    {
      "id": 241,
      "label": "Parameter Sweep",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 242,
      "label": "Signal Processing",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 243,
      "label": "Circuit Simulation",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 244,
      "label": "HDL Code",
      "group": "DATA",
      "cis": 2
    },
    {
      "id": 245,
      "label": "Testbench Generation",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 246,
      "label": "Test Data",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 247,
      "label": "Reproducible Environment",
      "group": "DATA",
      "cis": 2
    },
    {
      "id": 248,
      "label": "Dependency Management",
      "group": "DATA",
      "cis": 3
    },
    {
      "id": 249,
      "label": "Data Provenance",
      "group": "DATA",
      "cis": 3
    },
    {
      "id": 250,
      "label": "Code Documentation",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 251,
      "label": "Refactoring",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 252,
      "label": "Performance Profiling",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 253,
      "label": "Data Formats",
      "group": "DATA",
      "cis": 12
    },
    {
      "id": 254,
      "label": "CSV and JSON",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 255,
      "label": "Notebook to Script",
      "group": "DATA",
      "cis": 1
    },
    {
      "id": 256,
      "label": "Problem Framing",
      "group": "BRAIN",
      "cis": 7
    },
    {
      "id": 257,
      "label": "Idea Generation",
      "group": "BRAIN",
      "cis": 11
    },
    {
      "id": 258,
      "label": "Hypothesis Development",
      "group": "BRAIN",
      "cis": 6
    },
    {
      "id": 259,
      "label": "Devils Advocate Prompt",
      "group": "BRAIN",
      "cis": 1
    },
    {
      "id": 260,
      "label": "Analogical Thinking",
      "group": "BRAIN",
      "cis": 1
    },
    {
      "id": 261,
      "label": "Experiment Design",
      "group": "BRAIN",
      "cis": 3
    },
    {
      "id": 262,
      "label": "Feasibility Assessment",
      "group": "BRAIN",
      "cis": 2
    },
    {
      "id": 263,
      "label": "Research Roadmap",
      "group": "BRAIN",
      "cis": 1
    },
    {
      "id": 264,
      "label": "Idea Ranking",
      "group": "BRAIN",
      "cis": 1
    },
    {
      "id": 265,
      "label": "Novelty Check",
      "group": "BRAIN",
      "cis": 1
    },
    {
      "id": 266,
      "label": "Paper Structure",
      "group": "MANU",
      "cis": 15
    },
    {
      "id": 267,
      "label": "Abstract Writing",
      "group": "MANU",
      "cis": 2
    },
    {
      "id": 268,
      "label": "Outline Generation",
      "group": "MANU",
      "cis": 9
    },
    {
      "id": 269,
      "label": "Drafting",
      "group": "MANU",
      "cis": 8
    },
    {
      "id": 270,
      "label": "Revision",
      "group": "MANU",
      "cis": 7
    },
    {
      "id": 271,
      "label": "Author Voice",
      "group": "MANU",
      "cis": 1
    },
    {
      "id": 272,
      "label": "LaTeX",
      "group": "MANU",
      "cis": 6
    },
    {
      "id": 273,
      "label": "Figure Preparation",
      "group": "MANU",
      "cis": 4
    },
    {
      "id": 274,
      "label": "Figure Captions",
      "group": "MANU",
      "cis": 1
    },
    {
      "id": 275,
      "label": "Reference Formatting",
      "group": "MANU",
      "cis": 3
    },
    {
      "id": 276,
      "label": "arXiv Submission",
      "group": "MANU",
      "cis": 2
    },
    {
      "id": 277,
      "label": "Peer Review Response",
      "group": "MANU",
      "cis": 1
    },
    {
      "id": 278,
      "label": "Technical Editing",
      "group": "MANU",
      "cis": 3
    },
    {
      "id": 279,
      "label": "Style Consistency",
      "group": "MANU",
      "cis": 1
    },
    {
      "id": 280,
      "label": "Grammar and Clarity",
      "group": "MANU",
      "cis": 1
    },
    {
      "id": 281,
      "label": "Authorship",
      "group": "MANU",
      "cis": 3
    },
    {
      "id": 282,
      "label": "Co-Author Review",
      "group": "MANU",
      "cis": 1
    },
    {
      "id": 283,
      "label": "Venue Requirements",
      "group": "MANU",
      "cis": 3
    },
    {
      "id": 284,
      "label": "Cover Letter",
      "group": "MANU",
      "cis": 1
    },
    {
      "id": 285,
      "label": "Slide Deck",
      "group": "COMM",
      "cis": 2
    },
    {
      "id": 286,
      "label": "MicroSim",
      "group": "COMM",
      "cis": 9
    },
    {
      "id": 287,
      "label": "Interactive Simulation",
      "group": "COMM",
      "cis": 10
    },
    {
      "id": 288,
      "label": "Intelligent Textbook",
      "group": "COMM",
      "cis": 5
    },
    {
      "id": 289,
      "label": "Learning Graph",
      "group": "COMM",
      "cis": 6
    },
    {
      "id": 290,
      "label": "p5.js",
      "group": "COMM",
      "cis": 10
    },
    {
      "id": 291,
      "label": "Embedding Simulations",
      "group": "COMM",
      "cis": 1
    },
    {
      "id": 292,
      "label": "Research Communication",
      "group": "COMM",
      "cis": 15
    },
    {
      "id": 293,
      "label": "Teaching From Research",
      "group": "COMM",
      "cis": 2
    },
    {
      "id": 294,
      "label": "Open Educational Resources",
      "group": "COMM",
      "cis": 1
    },
    {
      "id": 295,
      "label": "MicroSim Generation",
      "group": "COMM",
      "cis": 1
    },
    {
      "id": 296,
      "label": "Concept Dependency",
      "group": "COMM",
      "cis": 7
    },
    {
      "id": 297,
      "label": "Verification",
      "group": "VERIF",
      "cis": 56
    },
    {
      "id": 298,
      "label": "Validation",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 299,
      "label": "Independent Check",
      "group": "VERIF",
      "cis": 8
    },
    {
      "id": 300,
      "label": "Primary Source Check",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 301,
      "label": "Cross Model Check",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 302,
      "label": "Test Driven Research",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 303,
      "label": "Result Replication",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 304,
      "label": "Uncertainty Awareness",
      "group": "VERIF",
      "cis": 5
    },
    {
      "id": 305,
      "label": "Overconfidence",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 306,
      "label": "Sycophancy",
      "group": "VERIF",
      "cis": 3
    },
    {
      "id": 307,
      "label": "Output Bias",
      "group": "VERIF",
      "cis": 3
    },
    {
      "id": 308,
      "label": "Audit Trail",
      "group": "VERIF",
      "cis": 10
    },
    {
      "id": 309,
      "label": "Reproducibility Package",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 310,
      "label": "Peer Verification",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 311,
      "label": "Acceptance Review",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 312,
      "label": "Error Tracing",
      "group": "VERIF",
      "cis": 1
    },
    {
      "id": 313,
      "label": "Responsible AI Use",
      "group": "ETHIC",
      "cis": 36
    },
    {
      "id": 314,
      "label": "Academic Integrity",
      "group": "ETHIC",
      "cis": 9
    },
    {
      "id": 315,
      "label": "Citation of AI Use",
      "group": "ETHIC",
      "cis": 5
    },
    {
      "id": 316,
      "label": "AI Disclosure",
      "group": "ETHIC",
      "cis": 4
    },
    {
      "id": 317,
      "label": "Authorship Policy",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 318,
      "label": "Privacy",
      "group": "ETHIC",
      "cis": 12
    },
    {
      "id": 319,
      "label": "Confidential Data",
      "group": "ETHIC",
      "cis": 7
    },
    {
      "id": 320,
      "label": "Unpublished Results",
      "group": "ETHIC",
      "cis": 3
    },
    {
      "id": 321,
      "label": "Intellectual Property",
      "group": "ETHIC",
      "cis": 4
    },
    {
      "id": 322,
      "label": "Copyright",
      "group": "ETHIC",
      "cis": 3
    },
    {
      "id": 323,
      "label": "Licensing",
      "group": "ETHIC",
      "cis": 2
    },
    {
      "id": 324,
      "label": "Data Governance",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 325,
      "label": "Bias and Fairness",
      "group": "ETHIC",
      "cis": 2
    },
    {
      "id": 326,
      "label": "Environmental Cost",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 327,
      "label": "Dual Use Risk",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 328,
      "label": "Institutional Policy",
      "group": "ETHIC",
      "cis": 3
    },
    {
      "id": 329,
      "label": "Journal Policy",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 330,
      "label": "Lab AI Policy",
      "group": "ETHIC",
      "cis": 2
    },
    {
      "id": 331,
      "label": "Accountability",
      "group": "ETHIC",
      "cis": 5
    },
    {
      "id": 332,
      "label": "Transparency",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 333,
      "label": "Human Judgment",
      "group": "ETHIC",
      "cis": 3
    },
    {
      "id": 334,
      "label": "Skill Atrophy",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 335,
      "label": "Over-Reliance",
      "group": "ETHIC",
      "cis": 2
    },
    {
      "id": 336,
      "label": "Ethical Use",
      "group": "ETHIC",
      "cis": 1
    },
    {
      "id": 337,
      "label": "Case Study",
      "group": "CASE",
      "cis": 12
    },
    {
      "id": 338,
      "label": "MicroSims Paper",
      "group": "CASE",
      "cis": 1
    },
    {
      "id": 339,
      "label": "Intelligent Textbook Project",
      "group": "CASE",
      "cis": 2
    },
    {
      "id": 340,
      "label": "Textbook Workflow",
      "group": "CASE",
      "cis": 1
    },
    {
      "id": 341,
      "label": "Skill Pipeline",
      "group": "CASE",
      "cis": 3
    },
    {
      "id": 342,
      "label": "Lessons Learned",
      "group": "CASE",
      "cis": 1
    },
    {
      "id": 343,
      "label": "Failure Case",
      "group": "CASE",
      "cis": 1
    },
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}