Hero · Phase + Stability group · Cat A. Source: C-0007 / P-0007. Verification: E-0008, E-0009 (residence time, ). Canonical version: CV-1.0. Full proof: Canonical Spec — Part 5 · §13.
Statement (canonical T7-Enhanced)
T7-Enhanced (canonical line 1042). Non-trivial constrained minimizers of the SCC energy have strictly larger minimum Hessian eigenvalue than corresponding Allen-Cahn minimizers, due to the self-referential closure correction. Concretely, the closure term adds a positive-definite Hessian contribution at closure fixed points (Gram matrix ), which raises the minimum eigenvalue of the constrained Hessian beyond the Allen-Cahn baseline.
This is a local curvature result; the gap between minimum Hessian eigenvalue and actual energy barrier height (saddle energy minus minimizer energy) requires Morse-theoretic analysis that has not been carried out at the multi-formation level (open).
Distinction from T3/T6-Stability — eigenvalue COUNT vs eigenvalue MAGNITUDE
T7-Enhanced is often confused with T3/T6-Stability (a separate Cat A theorem). The two address different aspects of the same closure-Hessian:
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T3/T6-Stability — eigenvalue count. At a non-idempotent closure fixed point with , the closure Hessian is strictly positive definite with of positive eigenvalues. For idempotent closure, is a projection of rank , so is semi-definite with at most positive eigenvalues. This is a count statement (no flat directions in the non-idempotent case).
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T7-Enhanced — eigenvalue magnitude. Among non-trivial constrained minimizers, the minimum Hessian eigenvalue is strictly larger under SCC than under Allen-Cahn — the closure correction not only removes flat directions (T3/T6) but also raises the smallest curvature among all directions. This is a magnitude statement (deeper basin).
The two are complementary: T3/T6 gives the count, T7-Enhanced gives the magnitude floor.
Proof idea
Gram matrix structure. Write . Then is the doubled Gram matrix of . By standard linear algebra, is positive definite iff has trivial kernel (full rank).
Non-idempotent case. implies has all eigenvalues strictly inside the unit disk, so has all eigenvalues bounded away from 0 (real parts ). Hence is invertible, is positive definite, and has positive eigenvalues.
Idempotent case. If , then is a projection of some rank . is also a projection (the complementary projection), with rank . So has rank and at most positive eigenvalues; the remaining eigenvalues are zero.
Why this is a hero
T7-Enhanced is the mathematical payoff of SCC's signature commitment to non-idempotent closure. The theory deliberately avoids the classical topological closure axiom , framing closure as a stabilization tendency (A3) rather than a completed operation. This commitment is philosophical (closure is dynamic, not static; trajectory carries information) — but T7-Enhanced shows it is also strictly stronger mathematically.
Concretely: at a closure fixed point, the energy landscape's Hessian receives a strictly positive-definite contribution from the closure term, which deepens the basin (T7-Enhanced raises the minimum eigenvalue) and removes flat directions (T3/T6 secures the count). Together they give SCC formations a curvature floor strictly above the Allen-Cahn baseline.
Corroborating empirical evidence (not part of the theorem statement). Residence-time measurements in E-0008 / E-0009 () exceed the prediction from Hessian curvature alone, consistent with the picture that non-idempotent fixed points sit at locally curved minima with strictly fewer flat directions than idempotent counterparts. The residence-time framing is empirical corroboration of the variational statement, not a re-statement of T7-Enhanced — the theorem itself is purely about the local Hessian eigenvalue floor.
Caveat (Hessian vs barrier). T7-Enhanced is a local curvature result. The gap between minimum Hessian eigenvalue and actual energy barrier height (saddle energy minus minimizer energy) requires Morse-theoretic analysis that has not been carried out at the multi-formation level — see open problems on multi-formation σ-framework Phase 5. The single-formation case is uncontroversial.
Logical dependencies
- Builds on: T6 (closure has unique fixed point at with ).
- Builds into: T-Persist-1(b) (basin radius via energy sublevel set uses Hessian eigenvalues), T-Persist-K-Sep (per-formation persistence inherits T7-Enhanced curvature), CN14 (closure expands multi-formation stability).
See also
- Full proof in canonical: Canonical Spec §13 T7-Enhanced
- A3 stabilization tendency commitment: Canonical Spec Part 2 §6 Group A · Interpretive Remark
- T6 closure fixed point (the prerequisite): T6 hero page