Frontier Alignment Lessons

Use these lessons after the learner has either completed the foundations course or passed its completion diagnostic.

The sequence is ordered by research dependency, not by historical Heptabase sections:

1. Frontier Status and How to Read the Spine
2. Static 2D Theorem and Separator Meta-Theorem
3. Explicit Quantum Tanner Family Stack
4. Stabilizer Cut Rank and Matroid Connectivity
5. Submodular CD and SWAP-Only Service
6. Why Classical Routing Semantics Fail
7. Intrinsic Matroid Frontier
8. Local-Block Rank Accumulation
9. Route-D Hidden-Vertex Frontier
10. Alignment Capstone and Research Handoff

Each lesson follows the tutor template: diagnostic checks, concrete motivation, worked example before abstraction, theorem or claim, Conjecture 3 linkage, active recall, scope limits, and next-step handoff.

After Lesson 10, grade the capstone with the course assessment rubric.