M Geometric Education
    Geometric Series › Geometric Education › Contents

    Book 9 of the Geometric Series

    Geometric Education

    Learning, Assessment, and the Topology of Understanding

    A volume in the Geometric Series by Andrew H. Bond.

    Contents

    1. Chapter 1: The GPA Trap
    2. Chapter 2: The Testing Industrial Complex
    3. Chapter 3: From Socratic Dialogue to Scantron --- A Brief History of Scalar Education
    4. Chapter 4: The Learner Manifold
    5. Chapter 5: Assessment as Contraction --- The GPA Irrecoverability Theorem
    6. Chapter 6: Teaching as Geodesic Guidance
    7. Chapter 7: Curriculum as Pathfinding
    8. Chapter 8: Grading as Moral Injury
    9. Chapter 9: The Gauge Invariance of Understanding
    10. Chapter 10: Personalized Learning as Metric Adaptation
    11. Chapter 11: Transfer Learning as Parallel Transport
    12. Chapter 12: AI in Education --- The No Escape Theorem for Educational AI
    13. Appendix A: Mathematical Prerequisites
    14. Appendix B: The Learner Manifold --- Code Walkthrough
    15. Appendix C: Assessment Gauge Invariance Test Battery
    16. Appendix D: Notation and Conventions
    ← Contents

    © 2026 Andrew H. Bond. Geometric Education: Learning, Assessment, and the Topology of Understanding.

    The geometry was always real. The scalars were always insufficient.