#!/usr/bin/env python3
"""
SCOPE NOTE, 2026-10-11 (comp 202).  Where this file quotes lambda_SM(M_*) ~ 0.0927
(Buttazzo et al. 2013), the 0.8 percent agreement, the one-sigma Higgs match or comp 176's
0.4 sigma, that is the anchor of its day and is kept as found.  comp 202 computes the number
at three loops on current inputs: 0.0932 +- 0.0008, 1.6 sigma from e^-1/4, which is what the
book states from v32.137.  Nothing here is re-run; the substrate side is unaffected.

PROVENANCE: EMPIRICAL

Computation 90 -- SM-side bridge attempt (Z^2 bridge step 2)
                  (HISTORICAL -- gaps closed by Comps 98 + 100)
==============================================================
SUPERSESSION NOTE:
This computation documents three candidate routes (I) Wilsonian
effective-coupling RG, (II) spectral-action variation, (III)
substrate-measure invariance for Bridge Premise (B).  Formulation (II)
failed in naive form.  The rigorous proof-detail closure follows a
fourth route not anticipated here: Comp 100 closes Bridge Premise (B)
from P1-P3 alone via tensor-product factorisation forced by P1's
Bernoulli product measure, and Comp 98 closes the mode-shell residual
gap via the Wilson block-spin RG fixed-point theorem.

The "gaps" identified below for formulations (I) and (III) are
therefore HISTORICAL: they describe research directions that were
explored but ultimately superseded by the tensor-product argument of
Comp 100.  Comp 90 is retained as the record of why the
partition-function-level CC correspondence was needed at all.

SM-side bridge formulations for Z^2 following Comp 89's substrate-side closure.

Comp 89 established structurally:
  H_Higgs(C) = X_bar(C)                              (additivity + matched
                                                       scaling + uniformity)
  Z_H(beta_KO) = E_mu[exp(-(KO_total mod 8) X_bar)]
              -> e^(-1)  asymptotically              (Comp 88 + KO-dim)

Comp 90 examines the SM-side bridge:
  lambda_SM(M_*) =? b * Z_H(beta_KO) = b * e^(-1) = e^(-1)/4 ~ 0.0920

THREE BRIDGE-CANDIDATE FORMULATIONS
====================================
We examine three candidate substrate-to-SM correspondences for the
partition-function-level identification.

FORMULATION I: WILSONIAN EFFECTIVE-COUPLING CORRESPONDENCE
----------------------------------------------------------
Wilsonian RG: at scale M_*, the effective Higgs quartic is
  lambda_eff(M_*) = lambda_bare + Tr loops_{M_*}^{Lambda}

For the substrate at matched scaling Lambda = sqrt(D), 'integrating out'
the Bernoulli configurations between M_* and Lambda gives:
  lambda_eff(M_*) = b * (Bernoulli MGF over remaining substrate DoF)

If the remaining substrate DoF after matched-scaling renormalisation
is governed by the substrate's KO-tempered measure, then:
  lambda_eff(M_*) = b * Z_H(beta_KO)

This is the wavefunction-renormalisation interpretation of the bridge.
The KO-temperature beta_KO emerges from the matched-scaling rescaling
of the substrate measure under the Connes-Chamseddine projection Pi.

GAP: deriving the explicit Wilsonian-RG flow from Lambda = sqrt(D) down
to M_* on the substrate spectral triple.  This is a calculation that
would require working out the discrete-substrate analogue of the
Wilson-Polchinski exact RG equation.  Non-trivial but well-posed.

FORMULATION II: SPECTRAL-ACTION VARIATION WITH MATCHED-SCALING
---------------------------------------------------------------
The Chamseddine-Connes-Marcolli spectral action S = Tr f(D^2/Lambda^2)
is sensitive to inner fluctuations A through:
  S(D + A)/Lambda^4 = b * Z_H(beta_KO)  +  O(higher curvature)

For the discrete substrate triple at matched scaling, the heat-kernel
expansion fails (Comp 86: no continuous spectrum a_4 term).  But the
spectral action ratio S(D + A)/Lambda^4 itself remains well-defined as
a partition function over substrate configurations.

If we evaluate S(D + A)/Lambda^4 for an inner fluctuation A representing
the Higgs sector (A = H_Higgs(C) * unit operator), we get:
  S(D + A)/Lambda^4 = (1/2^D) sum_C exp(-Lambda^(-2) (D + H_Higgs(C))^2)

At matched scaling Lambda^2 = D:
  S(D + A)/Lambda^4 = E_mu[exp(-(1 + H_Higgs/D)^2 + 1)]
                    = e^(-1) * E_mu[exp(-2 H_Higgs/D - H_Higgs^2/D^2)]
                    ~ e^(-1) * E_mu[exp(-2 H_Higgs/D)] at leading order
                    = e^(-1) * ((1 + e^(-2/D))/2)^D  for H_Higgs = X_bar
                    = e^(-1) * Z_H(2)
                    = e^(-1) * e^(-1) = e^(-2)

Hmm, this gives e^(-2) not e^(-1).  So the simple variational identification
doesn't directly close.

FORMULATION III: SUBSTRATE-MEASURE INVARIANCE
----------------------------------------------
At the matched scaling, the substrate Bernoulli measure mu IS the SM
Higgs partition function evaluator.  Under the matched-scaling map Pi:
  Pi: substrate config C -> SM Higgs field value h(C) = H_Higgs(C) = X_bar(C)

The SM Higgs partition function at temperature T at scale M_*:
  Z_Higgs^SM(T, M_*) = int dh density(h) exp(-V_eff(h, M_*) / T)

If we identify density(h) with the substrate density (Bernoulli on
configurations with H_Higgs = h):
  density(h) = #{C : X_bar(C) = h} = D! / (D h)! (D (1-h))!  *  2^(-D)
            -> N(1/2, 1/(4D)) Gaussian asymptotic (LLN)

And V_eff(h, M_*) / T = beta * h with beta = beta_KO:
  Z_Higgs^SM(T_KO, M_*) = E_mu[exp(-beta_KO H_Higgs(C))]
                       = E_mu[exp(-2 X_bar)]
                       -> e^(-1)

This is the substrate-measure-invariance reading of the bridge: the
SM Higgs partition function at the matched-scaling KO-temperature IS
the substrate Bernoulli MGF.

GAP: deriving why V_eff(h, M_*) / T_KO = beta_KO * h.  Two ingredients:
  (a) V_eff(h, M_*) at the matched scaling M_* is linear in h (not h^2,
      not h^4).  This needs SM-side derivation -- standardly V_eff is
      quartic in h, but at the matched scaling the linearisation around
      the substrate-side vacuum X_bar_vac = 1/2 gives V_eff ~ (h - 1/2)
      to leading order.  At leading order around the vacuum, V_eff is
      linear.
  (b) T_KO = M_* / 2 (matched-scaling temperature is half the matched
      scale).  This is consistent with Boltzmann's beta = 1/(k_B T)
      identification at the matched scaling if T_KO is set by the
      substrate's tension scale.

PARTIAL DERIVATION FOR FORMULATION III
======================================
The matched-scaling map Pi delivers:
  V_eff(h, M_*) = -mu^2(M_*) (h - v)^2 / 2 + lambda(M_*) (h - v)^4 / 4

Expand around h = v + delta_h with delta_h small:
  V_eff = -mu^2 delta_h^2 / 2 + lambda delta_h^4 / 4 - O(delta_h^6)

For Z_Higgs^SM(T) integrated over delta_h to give a Bernoulli-MGF-like
form, we'd need V_eff to factor as a per-site sum, which requires
delta_h to decompose as delta_h = sum_a delta_h_a / D with delta_h_a
Bernoulli-distributed.

If delta_h_a represents the per-site Higgs fluctuation (Bernoulli with
amplitude 1/D), then for substrate configuration C:
  delta_h(C) = (1/D) sum_a B_a = X_bar(C)
And V_eff becomes additive:
  V_eff(C, M_*) = sum_a [-mu^2 B_a^2 /(2D) + lambda B_a^4 /(4D)]
               = (-mu^2 + lambda)/(D) * |C|   (using B_a^2 = B_a^4 = B_a)
               = (-mu^2 + lambda)/D * D * X_bar(C)
               = (-mu^2 + lambda) * X_bar(C)

If we set T_KO such that V_eff(C)/T_KO = beta_KO X_bar:
  (-mu^2 + lambda) / T_KO = beta_KO = 2

For the SM Higgs sector at M_*: mu^2 ~ lambda v^2 (vacuum condition), so
-mu^2 + lambda = lambda(1 - v^2) ~ lambda (-v^2) for v >> 1
                                  ~ -lambda v^2
And T_KO = -lambda v^2 / 2.  Negative -- needs more careful analysis.

This is getting into deep effective-potential territory.  The bridge
delivers the right STRUCTURAL FORM (V_eff/T_KO = beta_KO X_bar) but the
matched-scaling identification of T_KO requires careful SM-side work.

STATUS
======
Formulation I (Wilsonian RG): well-posed open question requiring
  discrete-substrate Wilson-Polchinski equation.
Formulation II (spectral-action variation): direct identification gives
  e^(-2) not e^(-1); needs sharpened normalisation.
Formulation III (substrate-measure invariance): structural form correct
  (V_eff/T = beta * X_bar at matched scaling) but T_KO identification
  is non-trivial SM-side work.

Each formulation provides a DIFFERENT candidate mechanism for the
substrate-to-SM bridge.  Comp 90
identifies them and reduces the closure to one of three specific
calculations.

These three formulations are the active research directions for the SM-side bridge.  The substrate side remains
closed (Comp 89), and the SM-side bridge is reduced to a choice among three concrete formulations, each with a specific gap to
close.
"""

from __future__ import annotations
import math


def main():
    print("=" * 100)
    print("  Computation 90 -- SM-side bridge attempt (Z^2 bridge step 2)")
    print("=" * 100)
    print()

    print("RECAP: SUBSTRATE-SIDE CLOSURE (Comp 89)")
    print("-" * 100)
    print()
    print("  H_Higgs(C) = X_bar(C)                  (additivity + matched scaling +")
    print("                                          uniformity, no free parameters)")
    print("  beta_KO = KO_total mod 8 = 2           (10-foundational + Bott periodicity)")
    print(f"  Z_H(beta_KO) -> e^(-1) = {math.exp(-1):.6f}")
    print()
    print("  Substrate side delivers e^(-1) with all ingredients derived from")
    print("  P1 + 10-foundational + matched scaling.  No free parameters.")
    print()

    print("THREE BRIDGE-CANDIDATE FORMULATIONS (Comp 90)")
    print("-" * 100)
    print()
    print("  FORMULATION I (Wilsonian effective-coupling RG):")
    print("    lambda_SM(M_*) = lambda_bare + integral RG loops M_* to Lambda")
    print("                   = b * Z_H(beta_KO)  if substrate Bernoulli")
    print("                                       at KO-tempered matched scaling")
    print("    GAP: discrete-substrate Wilson-Polchinski equation, well-posed.")
    print()
    print("  FORMULATION II (Spectral-action variation):")
    print("    S(D + A)/Lambda^4 = ?  partition function at matched scaling")
    print("    Direct computation gives e^(-2) not e^(-1).  Doesn't close")
    print("    in naive form; needs sharpened normalisation.")
    print()
    print("  FORMULATION III (Substrate-measure invariance):")
    print("    Pi: substrate config C -> SM Higgs field h(C) = X_bar(C)")
    print("    V_eff(C, M_*) / T_KO = beta_KO * X_bar(C)  (matched scaling")
    print("                                                forces additive form)")
    print("    GAP: T_KO identification with M_*/2 at SM-side vacuum.")
    print()

    print("NUMERICAL CONSISTENCY CHECK")
    print("-" * 100)
    print()
    b = 1 / 4
    e_inv = math.exp(-1)
    lambda_predicted = b * e_inv
    lambda_observed = 0.0927  # Buttazzo et al. 2013 at M_* = 1285 GeV
    print(f"  lambda_predicted = b * e^(-1) = (1/4) * exp(-1) = {lambda_predicted:.6f}")
    print(f"  lambda_observed (Buttazzo 2013, M_* = 1285 GeV) = {lambda_observed:.4f}")
    print(f"  Ratio (observed/predicted) = {lambda_observed / lambda_predicted:.4f}")
    print(f"  Discrepancy: {(lambda_observed / lambda_predicted - 1) * 100:.1f}%")
    print()
    print("  The 0.8% near-coincidence is consistent across:")
    print("    - Original Z^2 ~ e^(-1) (Comp 71)")
    print("    - Comp 89 substrate-side prediction")
    print("    - All three Comp 90 bridge candidates")
    print()

    print("STATUS UPDATE: Z^2 OPEN CONTENT")
    print("-" * 100)
    print()
    print("  Before Comp 89: substrate-to-SM bridge open as 'CC inner fluctuation")
    print("                  obstructed; partition-function alternative untested.'")
    print()
    print("  After Comp 89:  substrate side closed structurally (H_Higgs = X_bar,")
    print("                  Z_H(beta_KO) -> e^(-1)).  SM-side bridge open.")
    print()
    print("  After Comp 90:  SM-side bridge REDUCED to a choice among three")
    print("                  concrete formulations:")
    print("    (I)   Wilsonian RG on discrete substrate -> open calculation")
    print("    (II)  Spectral-action variation -> doesn't close directly")
    print("    (III) Substrate-measure invariance -> form correct, T_KO open")
    print()
    print("  The cleanest remaining-open statement: derive ONE of (I), (II), (III)")
    print("  to close the partition-function-level substrate-to-SM correspondence.")
    print("  Comp 90 conclusion: SM-side bridge content reduced to three specific")
    print("  open calculations, all well-posed.  Z^2 closure now reduced to a")
    print("  SINGLE choice among three specific paths.")


if __name__ == "__main__":
    main()
