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