{ "metadata": { "title": "AI Strategy for Education", "description": "A strategy course for K-12 and higher-education stakeholders on building and deploying an AI strategy. It is grounded in the METR finding that AI capability doubles every four to seven months, and structured around a six-stage idea funnel: gathering ideas, an idea registry, evaluating ideas, selecting projects, assigning resources, and evaluating projects. It plans against the near-term arrival of ~10,000 intelligent textbooks with xAPI telemetry, AI-recommended learning plans by 2028, the Alpha School model, and a near-term agentic workforce in which every administrator, teacher, and student manages dozens of named AI agents \u2014 with a balanced analysis of AI risk and reward.", "creator": "Dan McCreary", "date": "2026-06-09", "version": "1.0", "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": { "FOUND": { "classifierName": "Foundation AI Concepts", "color": "SteelBlue", "font": { "color": "white" } }, "CAPM": { "classifierName": "AI Capability Measurement", "color": "DodgerBlue", "font": { "color": "white" } }, "GENAI": { "classifierName": "Generative AI and Content", "color": "LightSkyBlue", "font": { "color": "black" } }, "AGENT": { "classifierName": "Agentic AI Workforce", "color": "Orange", "font": { "color": "black" } }, "STRAT": { "classifierName": "AI Strategy Foundations", "color": "DarkSlateBlue", "font": { "color": "white" } }, "FUNNEL": { "classifierName": "Idea Funnel Workflow", "color": "DarkGreen", "font": { "color": "white" } }, "ITB": { "classifierName": "Intelligent Textbooks", "color": "LimeGreen", "font": { "color": "black" } }, "LRNTECH": { "classifierName": "Learning Telemetry and Analytics", "color": "Gold", "font": { "color": "black" } }, "PEDMOD": { "classifierName": "Pedagogical Models", "color": "Teal", "font": { "color": "white" } }, "RISK": { "classifierName": "Risk, Ethics and Responsible AI", "color": "Crimson", "font": { "color": "white" } }, "EQUITY": { "classifierName": "Equity and Access", "color": "DarkRed", "font": { "color": "white" } }, "GOV": { "classifierName": "Governance, Policy and Change", "color": "MediumPurple", "font": { "color": "white" } }, "PLAN": { "classifierName": "Strategic Planning Tools", "color": "Indigo", "font": { "color": "white" } } }, "nodes": [ { "id": 1, "label": "Artificial Intelligence", "group": "FOUND", "shape": "box" }, { "id": 2, "label": "Machine Learning", "group": "FOUND" }, { "id": 3, "label": "Large Language Model", "group": "FOUND" }, { "id": 4, "label": "Generative AI", "group": "FOUND" }, { "id": 5, "label": "Neural Network", "group": "FOUND" }, { "id": 6, "label": "Training Data", "group": "FOUND" }, { "id": 7, "label": "Model Parameters", "group": "FOUND" }, { "id": 8, "label": "Foundation Model", "group": "FOUND" }, { "id": 9, "label": "Frontier Model", "group": "FOUND" }, { "id": 10, "label": "Prompt", "group": "FOUND" }, { "id": 11, "label": "Prompt Engineering", "group": "FOUND" }, { "id": 12, "label": "Context Window", "group": "FOUND" }, { "id": 13, "label": "Token", "group": "FOUND" }, { "id": 14, "label": "Inference", "group": "FOUND" }, { "id": 15, "label": "Hallucination", "group": "FOUND" }, { "id": 16, "label": "World Model", "group": "FOUND" }, { "id": 17, "label": "Public Knowledge", "group": "FOUND" }, { "id": 18, "label": "Private Knowledge", "group": "FOUND" }, { "id": 19, "label": "Multimodal AI", "group": "FOUND" }, { "id": 20, "label": "AI Agent", "group": "FOUND" }, { "id": 21, "label": "AI Benchmark", "group": "CAPM" }, { "id": 22, "label": "MMLU Benchmark", "group": "CAPM" }, { "id": 23, "label": "Task Horizon", "group": "CAPM" }, { "id": 24, "label": "METR Study", "group": "CAPM" }, { "id": 25, "label": "Long Task Rate", "group": "CAPM" }, { "id": 26, "label": "Fifty Percent Reliability", "group": "CAPM" }, { "id": 27, "label": "Capability Doubling", "group": "CAPM" }, { "id": 28, "label": "Exponential Growth", "group": "CAPM", "shape": "box" }, { "id": 29, "label": "Doubling Time", "group": "CAPM" }, { "id": 30, "label": "Moores Law Analogy", "group": "CAPM" }, { "id": 31, "label": "Capability Trajectory", "group": "CAPM" }, { "id": 32, "label": "Capability Forecasting", "group": "CAPM" }, { "id": 33, "label": "Adoption Versus Capability", "group": "CAPM" }, { "id": 34, "label": "Reasoning Model", "group": "CAPM" }, { "id": 35, "label": "One Shot Task", "group": "CAPM" }, { "id": 36, "label": "Agentic Task Completion", "group": "CAPM" }, { "id": 37, "label": "Cost Per Task", "group": "CAPM" }, { "id": 38, "label": "Model Release Cadence", "group": "CAPM" }, { "id": 39, "label": "Benchmark Saturation", "group": "CAPM" }, { "id": 40, "label": "Intelligence Versus Price", "group": "CAPM" }, { "id": 41, "label": "Text Generation", "group": "GENAI" }, { "id": 42, "label": "Image Generation", "group": "GENAI" }, { "id": 43, "label": "Content Democratization", "group": "GENAI" }, { "id": 44, "label": "Open Source Models", "group": "GENAI" }, { "id": 45, "label": "Local AI Models", "group": "GENAI" }, { "id": 46, "label": "Declining AI Cost", "group": "GENAI" }, { "id": 47, "label": "AI Tutoring", "group": "GENAI" }, { "id": 48, "label": "Conversational AI", "group": "GENAI" }, { "id": 49, "label": "Retrieval Augmented Generation", "group": "GENAI" }, { "id": 50, "label": "Fine Tuning", "group": "GENAI" }, { "id": 51, "label": "AI Strategy", "group": "STRAT" }, { "id": 52, "label": "Knowledge Organization", "group": "STRAT" }, { "id": 53, "label": "Strategic Planning", "group": "STRAT" }, { "id": 54, "label": "Digital Transformation", "group": "STRAT" }, { "id": 55, "label": "Center Of Excellence", "group": "STRAT" }, { "id": 56, "label": "Return On Investment", "group": "STRAT" }, { "id": 57, "label": "Use Case Identification", "group": "STRAT" }, { "id": 58, "label": "Build Versus Buy", "group": "STRAT" }, { "id": 59, "label": "Vendor Selection", "group": "STRAT" }, { "id": 60, "label": "Total Cost Of Ownership", "group": "STRAT" }, { "id": 61, "label": "Strategic Urgency", "group": "STRAT" }, { "id": 62, "label": "Competitive Advantage", "group": "STRAT" }, { "id": 63, "label": "Innovation Culture", "group": "STRAT" }, { "id": 64, "label": "Stakeholder Alignment", "group": "STRAT" }, { "id": 65, "label": "Executive Sponsorship", "group": "STRAT" }, { "id": 66, "label": "Idea Funnel", "group": "FUNNEL" }, { "id": 67, "label": "Idea Generation", "group": "FUNNEL" }, { "id": 68, "label": "AI Literacy Training", "group": "FUNNEL" }, { "id": 69, "label": "Idea Submission Form", "group": "FUNNEL" }, { "id": 70, "label": "Idea Registry", "group": "FUNNEL" }, { "id": 71, "label": "Idea Metadata", "group": "FUNNEL" }, { "id": 72, "label": "Problem Statement", "group": "FUNNEL" }, { "id": 73, "label": "Idea Evaluation", "group": "FUNNEL" }, { "id": 74, "label": "Feasibility Assessment", "group": "FUNNEL" }, { "id": 75, "label": "Risk Scoring", "group": "FUNNEL" }, { "id": 76, "label": "Benefit Scoring", "group": "FUNNEL" }, { "id": 77, "label": "Cost Estimation", "group": "FUNNEL" }, { "id": 78, "label": "Scoring Rubric", "group": "FUNNEL" }, { "id": 79, "label": "Expert Review Panel", "group": "FUNNEL" }, { "id": 80, "label": "Idea Feedback Loop", "group": "FUNNEL" }, { "id": 81, "label": "Idea Recognition Awards", "group": "FUNNEL" }, { "id": 82, "label": "Project Selection", "group": "FUNNEL" }, { "id": 83, "label": "Project Portfolio", "group": "FUNNEL" }, { "id": 84, "label": "Quick Wins", "group": "FUNNEL" }, { "id": 85, "label": "Strategic Bets", "group": "FUNNEL" }, { "id": 86, "label": "Resource Assignment", "group": "FUNNEL" }, { "id": 87, "label": "Project Team Formation", "group": "FUNNEL" }, { "id": 88, "label": "Shared Code Repository", "group": "FUNNEL" }, { "id": 89, "label": "Cross Team Collaboration", "group": "FUNNEL" }, { "id": 90, "label": "Project Evaluation", "group": "FUNNEL" }, { "id": 91, "label": "Success Metrics", "group": "FUNNEL" }, { "id": 92, "label": "Key Performance Indicator", "group": "FUNNEL" }, { "id": 93, "label": "Pipeline Report", "group": "FUNNEL" }, { "id": 94, "label": "Funnel Stage Tracking", "group": "FUNNEL" }, { "id": 95, "label": "Quarterly Executive Report", "group": "FUNNEL" }, { "id": 96, "label": "Lessons Learned", "group": "FUNNEL" }, { "id": 97, "label": "Problem Taxonomy", "group": "FUNNEL" }, { "id": 98, "label": "Solution Taxonomy", "group": "FUNNEL" }, { "id": 99, "label": "Intelligent Textbook", "group": "ITB" }, { "id": 100, "label": "Adaptive Content", "group": "ITB" }, { "id": 101, "label": "Interactive Simulation", "group": "ITB" }, { "id": 102, "label": "MicroSim", "group": "ITB" }, { "id": 103, "label": "Open Educational Resources", "group": "ITB" }, { "id": 104, "label": "Content Cost Collapse", "group": "ITB" }, { "id": 105, "label": "Ten Thousand Textbooks", "group": "ITB" }, { "id": 106, "label": "Textbook Procurement", "group": "ITB" }, { "id": 107, "label": "Curriculum Alignment", "group": "ITB" }, { "id": 108, "label": "AI Content Generation", "group": "ITB" }, { "id": 109, "label": "Content Quality Assessment", "group": "ITB" }, { "id": 110, "label": "Concept Learning Graph", "group": "ITB" }, { "id": 111, "label": "Learning Record", 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