#!/usr/bin/env python3
"""
Computation 90 -- SM-side bridge attempt (Z^2 bridge step 2)
==============================================================
SM-side bridge formulations for Z² 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 linearization 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 = 0.0926  # Buttazzo et al. 2013 at M_* = 1573 GeV
    print(f"  lambda_predicted = b * e^(-1) = (1/4) * exp(-1) = {lambda_predicted:.6f}")
    print(f"  lambda_observed (Buttazzo 2013, M_* = 1573 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()
