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25 changes: 22 additions & 3 deletions experiments/universality/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -21,9 +21,28 @@ bound and gives a local jet coefficient functional. Its finite-r Hessian bridge
and deterministic degeneracy falsifier identify a physical-chart hypothesis
that exact pins alone cannot supply. These are conventional analytic inputs;
the [review record](finite_gaussian_contact/REVIEW.md) preserves their exact scope.
Marked counting, actual bar selection, further residual ranks, critical formal
alignment and numerical coupling remain admission obligations. The sampler and
catalogue admissibility labels retain their original meaning.
The [candidate lifetime theorem](finite_candidate_lifetime/PROOF.md) composes
these inputs with a coefficient-space Sard and all-Borel area-formula argument.
For each fixed positive full-grid ideal Gaussian law at integer cutoff at least
2, it proves a finite continuous density for ordered positive-gap maximum–saddle
candidates, with leading law `C_loc * ell^(-1/3)` and cumulative law
`(3/2) * C_loc * t^(2/3)`. The coefficient is the stated local jet functional;
it is positive and field-dependent. This covers the twenty fixed Gaussian
profile/cutoff cases, without counting them as independent experiments.
The [candidate review](finite_candidate_lifetime/REVIEW.md) binds its argument,
classical imports and exact scope. Candidate pairs need not be persistence pairs.

The [rescaled fold-chart proof](finite_fold_chart/PROOF.md) supplies explicit
normalizers, a common chart radius, inverse and derivative bounds, and transport
to the same physical field under stated deterministic derivative and transverse
windows. The [chart review](finite_fold_chart/REVIEW.md) preserves the source
interface limits. Physical radii still shrink at contact; window probabilities,
window removal and literal C210/Lean source alignment remain open.

Actual bar selection, counting with that selection, global once-counting and
complement control, further residual ranks, critical formal alignment and
numerical coupling remain admission obligations. The sampler and catalogue
admissibility labels retain their original meaning.

`models.py` defines the implemented finite-cutoff normalized sampler. Only
cutoffs 2 and 3 are supported: at cutoff 1, Gaussian and separable spectra
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