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Brandon Schneider
b394d325c6 ingest: Compactified core equations (12 → 4 primitives, 67% reduction)
Compactified 12 core equations to 4 primitives based on analysis (109/120
matches, 90.8% coverage maintained).

4 primitives:
1. Field primitive: ρ(x⃗) — derives Morse-Smale, radius_ratio,
   residual_ratio, S3C shells
2. Shear primitive: G = A^T A — derives shear_matrix, FAMM delays,
   eigen decomposition
3. Packet primitive: Γᵢ = γᵢ ⊗ χᵢ ⊗ κᵢ ⊗ τᵢ ⊗ UᵢΛᵢaᵢ ⊗ θᵢ ⊗ εᵢ —
   includes gain test
4. Spectral primitive: C = UΛU^T — derives residual correlation,
   eigen decomposition, spectral pruning

Redundancies resolved:
- shear_matrix + gram_matrix → shear primitive
- residual_correlation + eigen_decomposition → spectral primitive
- radius_ratio, residual_ratio derived from field primitive

Topological compactification: 10 theories = projections of 4D compact
manifold. Master synthesis = atlas covering all coordinate charts.

67% reduction (12 → 4) with 90.8% coverage maintained. Simplified
implementation, unified framework, topological clarity.
2026-05-08 14:50:02 -05:00