Skip to content

Commit 77b167d

Browse files
Peter Groomclaude
andcommitted
feat: migrate milestone4 and prefield_em_emergence from internal/
milestone4: PAC Relativity, Turbulence, and Energy as Collapsed Potential - 13 experiment scripts (exp_01 through exp_13) - 30 result JSONs, herniation_research substudy - source_material/ from energy_equivilance working paper - Targets Papers 5, 7, 8 prefield_em_emergence: Pre-Field Recursion to 3D EM Field Emergence - Möbius manifold → Maxwell-like field structure - E/B = φ^(-4.42w/R + 2.34), R² = 0.9764 - Complete with core/, experiments/, docs/, tests/ Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
1 parent 79536dd commit 77b167d

116 files changed

Lines changed: 40756 additions & 0 deletions

File tree

Some content is hidden

Large Commits have some content hidden by default. Use the searchbox below for content that may be hidden.
Lines changed: 115 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,115 @@
1+
# Milestone 4: PAC Relativity, Turbulence, and Energy as Collapsed Potential
2+
3+
**Version**: 0.1.0
4+
**Status**: 🔄 In Progress
5+
**Date**: 2026-02-22
6+
7+
---
8+
9+
## Purpose
10+
11+
Milestone 4 formalizes and rigorously validates three interconnected claims from the exploratory session of February 2026:
12+
13+
1. **PAC Relativity**: The Lorentz factor is the PAC energy partition between internal cascade and propagation
14+
2. **Turbulence from Cascade**: Kolmogorov -5/3 emerges from PAC cascade mechanics at the physical mode count
15+
3. **Energy as Collapsed Potential**: Mass is unresolved potential; "energy released" is the Landauer cost of destroyed futures
16+
17+
### Exploratory Source
18+
19+
The `package/` subdirectory contains the original session (Session Journal, simulations, theoretical directions). This milestone reproduces those findings through proper experimental pipeline: error analysis, null tests, falsification conditions, and honest assessment.
20+
21+
### Relationship to Other Milestones
22+
23+
| Milestone | Focus | Status |
24+
|-----------|-------|--------|
25+
| milestone1 | PAC/SEC → Standard Model + Gravity | ✅ Complete (40 exp) |
26+
| milestone2 | Mass derivation + turbulence extension | ✅ Complete (18 + 22 exp) |
27+
| milestone3 | Energy equivalence + methodology validation | ✅ Complete (32 exp) |
28+
| **milestone4** | **Relativity + turbulence + nuclear physics** | **🔄 In Progress** |
29+
30+
---
31+
32+
## Experiment Plan
33+
34+
### Block A: PAC Relativity (proposed Paper 7)
35+
36+
| Script | Description | Falsification | Source Connection |
37+
|--------|-------------|---------------|-------------------|
38+
| exp_01 | Lorentz factor from PAC partition — exact identity proof | If γ ≠ E_rest/E_internal at any v | pac_relativity_v2.py |
39+
| exp_02 | Mode collapse at kT ln 2 — photon threshold | If modes persist below kT ln 2 | pac_relativity_v2.py, landauer_erasure exp_01 |
40+
| exp_03 | Identity conservation under movement — locality | If teleportation preserves identity equally | pac_relativity_v2.py |
41+
| exp_04 | Gravitational time dilation — functional form | If PAC prediction diverges from Schwarzschild beyond weak field | pac_relativity_v2.py, gravity_from_maxwell_pac |
42+
43+
### Block B: Turbulence from Cascade (feeds Paper 5)
44+
45+
| Script | Description | Falsification | Source Connection |
46+
|--------|-------------|---------------|-------------------|
47+
| exp_05 | Mode count → exponent scaling law (2–64 modes) | If no clean functional form mode→exponent | turbulence_pac_v3.py, milestone2 exp_01-04 |
48+
| exp_06 | Organized fraction convergence ≈ 2/3 | If fraction is parameter-dependent, not universal | turbulence_pac_v3.py |
49+
| exp_07 | Regularity proof — ξ bounded, no blow-up | If ξ diverges at any injection scale | turbulence_pac_v3.py |
50+
| exp_08 | 2D vs 3D turbulence prediction from mode count | If 2D exponent -3 doesn't match framework | milestone2 exp_01-04 |
51+
52+
### Block C: Energy as Collapsed Potential (proposed Paper 8)
53+
54+
| Script | Description | Falsification | Source Connection |
55+
|--------|-------------|---------------|-------------------|
56+
| exp_09 | Nuclear config space size vs fission energy release | If no correlation between channel count and energy | NIST nuclear data |
57+
| exp_10 | Binding energy curve as potential landscape | If Fe-56 doesn't minimize accessible configuration space | Nuclear level density data |
58+
| exp_11 | Cascade amplification scaling law (modes → amplification) | If amplification doesn't scale with available modes | landauer_erasure exp_09-10, energy_equivilance |
59+
| exp_12 | Decay rate vs configuration space size | If half-life doesn't correlate with channel count | NNDC nuclear data |
60+
61+
### Block D: Cross-Validation & Integration
62+
63+
| Script | Description | Source Connection |
64+
|--------|-------------|-------------------|
65+
| exp_13 | Unify She-Lévêque with PAC cascade | milestone1 exp_21, milestone2 exp_01-04 |
66+
| exp_14 | Layer 1/2 transition: same entity in vacuum vs medium | internal/maxwell, prefield_maxwell |
67+
| exp_15 | Comprehensive null tests for all Block A-C results | All above |
68+
69+
---
70+
71+
## Success Criteria
72+
73+
After completion, milestone4 should:
74+
75+
1. [ ] Prove Lorentz factor is mathematical identity from PAC (not just numerical agreement)
76+
2. [ ] Determine whether the mode count → exponent relationship has an analytical form
77+
3. [ ] Establish whether binding energy correlates with nuclear configuration space measure
78+
4. [ ] Resolve gravity: functional form match or flag as unvalidated
79+
5. [ ] All experiments: error bounds, null tests, falsification conditions
80+
6. [ ] Honest separation: what's proven vs what's suggestive vs what's speculative
81+
82+
---
83+
84+
## Corpus Connections
85+
86+
### Direct Predecessors (build on these results)
87+
88+
| Experiment | Connection | Key Result |
89+
|------------|-----------|------------|
90+
| landauer_erasure_structure | Cascade amplification, kT ln 2 floor | 53× amplification (p = 2.75×10⁻³⁵) |
91+
| milestone1/exp_14 | c from SEC wave equation | c² = αγ + βδ |
92+
| milestone1/exp_21,28,39 | She-Lévêque 5/3 from Fibonacci | β = F₃/F₄ = 2/3 |
93+
| milestone1/exp_23-26 | Gravity hierarchy from F₁₈₃ | 183 = F₇²+F₇+1 |
94+
| milestone2/exp_01-04 | 2D vs 3D turbulence, mode count | k = d × F_{d+1} |
95+
| milestone2/mass_derivation | Mass ratios from Fibonacci | μ/e to 5 ppm |
96+
| milestone3/exp_01,02 | Cascade "why Fibonacci" story | Two-step memory → Fibonacci |
97+
| milestone3/exp_06 | Θ recycling validation | 3/4 PASS, 36-94% range |
98+
| navier-stokes | Ξ ≈ 1.0571 from symbolic engine | MED bounds discovered here |
99+
100+
### Related Work (parallel evidence)
101+
102+
| Experiment | Connection |
103+
|------------|-----------|
104+
| euclidean_distance_validation | E=mc² in embedding space (R²=1.0, c²≈416) |
105+
| gravity_from_maxwell_pac | Gravity at depth 183, dark matter at depth 73 |
106+
| recursive_gravity | Orbits emerge from informational tangle, no Newton |
107+
| maxwell_from_pac_sec | Maxwell equations from SEC, c from wave equation |
108+
| internal/maxwell | c from SEC parameters, charge from collapse |
109+
| pac_dag_fluid | Bidirectional SEC on fluid hierarchies |
110+
| entropy_information_polarity_field | Black/white hole polarity |
111+
| internal/energy_equivilance | Full working paper, cascade deep dives |
112+
113+
---
114+
115+
*Dawn Field Institute, 2026*
Lines changed: 1 addition & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1 @@
1+
# Milestone 4 core module
Lines changed: 151 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,151 @@
1+
"""
2+
Milestone 4: Shared constants for all experiments.
3+
4+
Extends milestone3 constants with relativity and nuclear physics values.
5+
"""
6+
7+
import math
8+
9+
# ============================================================
10+
# Fundamental mathematical constants
11+
# ============================================================
12+
PHI = (1 + math.sqrt(5)) / 2 # Golden ratio: 1.6180339887...
13+
INV_PHI = 1 / PHI # 1/φ: 0.6180339887...
14+
LN_PHI = math.log(PHI) # ln(φ): 0.4812118250...
15+
GAMMA_EM = 0.5772156649015329 # Euler-Mascheroni constant
16+
17+
# Framework constants
18+
XI_BALANCE = GAMMA_EM + LN_PHI # Ξ = γ + ln(φ) ≈ 1.0584
19+
PI_OVER_55 = math.pi / 55 # π/55 ≈ 0.05712
20+
21+
# ============================================================
22+
# Thermodynamic constants
23+
# ============================================================
24+
KT_DEFAULT = 1.0 # Default thermal energy (natural units)
25+
LANDAUER_MIN = KT_DEFAULT * math.log(2) # kT·ln(2) ≈ 0.6931
26+
K_BOLTZMANN = 1.380649e-23 # J/K (exact, SI 2019)
27+
28+
# ============================================================
29+
# Physical constants
30+
# ============================================================
31+
C_LIGHT = 299792458.0 # m/s (exact)
32+
C_LIGHT_SQ = C_LIGHT ** 2 # c²
33+
HBAR = 1.054571817e-34 # J·s (reduced Planck)
34+
G_NEWTON = 6.67430e-11 # m³/(kg·s²)
35+
M_ELECTRON = 9.1093837015e-31 # kg
36+
M_PROTON = 1.67262192369e-27 # kg
37+
M_NEUTRON = 1.67492749804e-27 # kg
38+
AMU = 1.66053906660e-27 # kg (atomic mass unit)
39+
MEV_TO_JOULE = 1.602176634e-13 # J per MeV
40+
KEV_TO_JOULE = 1.602176634e-16 # J per keV
41+
42+
# ============================================================
43+
# Nuclear physics data (NIST/NNDC)
44+
# ============================================================
45+
46+
# Binding energy per nucleon (MeV) for key nuclides
47+
# Source: AME2020 (Atomic Mass Evaluation)
48+
BINDING_ENERGY_PER_NUCLEON = {
49+
# (Z, A): BE/A in MeV
50+
(1, 1): 0.0, # H-1 (free proton)
51+
(1, 2): 1.112, # H-2 (deuterium)
52+
(1, 3): 2.827, # H-3 (tritium)
53+
(2, 3): 2.573, # He-3
54+
(2, 4): 7.074, # He-4 (alpha)
55+
(3, 6): 5.332, # Li-6
56+
(3, 7): 5.606, # Li-7
57+
(6, 12): 7.680, # C-12
58+
(7, 14): 7.476, # N-14
59+
(8, 16): 7.976, # O-16
60+
(12, 24): 8.261, # Mg-24
61+
(14, 28): 8.448, # Si-28
62+
(20, 40): 8.551, # Ca-40
63+
(26, 56): 8.790, # Fe-56 (PEAK)
64+
(28, 58): 8.732, # Ni-58
65+
(28, 62): 8.795, # Ni-62 (true peak by total BE)
66+
(36, 84): 8.717, # Kr-84
67+
(38, 88): 8.733, # Sr-88
68+
(50, 120): 8.505, # Sn-120
69+
(54, 131): 8.424, # Xe-131
70+
(56, 138): 8.394, # Ba-138
71+
(82, 208): 7.867, # Pb-208
72+
(90, 232): 7.615, # Th-232
73+
(92, 235): 7.591, # U-235
74+
(92, 238): 7.570, # U-238
75+
(94, 239): 7.560, # Pu-239
76+
(94, 244): 7.523, # Pu-244
77+
}
78+
79+
# Nuclear magic numbers (closed shells)
80+
MAGIC_NUMBERS = [2, 8, 20, 28, 50, 82, 126]
81+
82+
# U-235 fission data
83+
U235_FISSION = {
84+
'energy_mev': 200.0, # Average total energy per fission (MeV)
85+
'kinetic_mev': 170.0, # Kinetic energy of products
86+
'gamma_mev': 7.0, # Prompt gamma rays
87+
'beta_mev': 8.0, # Beta decay energy
88+
'neutrino_mev': 12.0, # Neutrinos (lost)
89+
'delayed_gamma_mev': 3.0, # Delayed gammas
90+
'mass_defect_fraction': 0.001, # Δm/m
91+
'neutrons_per_fission': 2.43, # Average prompt neutrons
92+
'primary_channels': 60, # Approximate distinct fission channels
93+
'daughter_count': 800, # Approximate distinct fission products
94+
}
95+
96+
# Known nuclide data for configuration space analysis
97+
# decay_modes: number of energetically accessible decay channels
98+
NUCLIDE_DECAY_DATA = {
99+
# (Z, A): {'half_life_s': t, 'decay_modes': n, 'name': str}
100+
(1, 3): {'half_life_s': 3.888e8, 'decay_modes': 1, 'name': 'H-3'},
101+
(6, 14): {'half_life_s': 1.808e11, 'decay_modes': 1, 'name': 'C-14'},
102+
(11, 22): {'half_life_s': 8.211e7, 'decay_modes': 2, 'name': 'Na-22'},
103+
(19, 40): {'half_life_s': 3.938e16, 'decay_modes': 3, 'name': 'K-40'},
104+
(27, 60): {'half_life_s': 1.663e8, 'decay_modes': 2, 'name': 'Co-60'},
105+
(38, 90): {'half_life_s': 9.08e8, 'decay_modes': 1, 'name': 'Sr-90'},
106+
(53, 131): {'half_life_s': 6.95e5, 'decay_modes': 2, 'name': 'I-131'},
107+
(55, 137): {'half_life_s': 9.49e8, 'decay_modes': 2, 'name': 'Cs-137'},
108+
(84, 210): {'half_life_s': 1.196e7, 'decay_modes': 2, 'name': 'Po-210'},
109+
(86, 222): {'half_life_s': 3.304e5, 'decay_modes': 1, 'name': 'Rn-222'},
110+
(88, 226): {'half_life_s': 5.049e10, 'decay_modes': 2, 'name': 'Ra-226'},
111+
(90, 232): {'half_life_s': 4.42e17, 'decay_modes': 2, 'name': 'Th-232'},
112+
(92, 235): {'half_life_s': 2.22e16, 'decay_modes': 3, 'name': 'U-235'},
113+
(92, 238): {'half_life_s': 1.41e17, 'decay_modes': 3, 'name': 'U-238'},
114+
(94, 239): {'half_life_s': 7.61e11, 'decay_modes': 2, 'name': 'Pu-239'},
115+
}
116+
117+
# Comprehensive excited state / level density data
118+
# Cumulative number of known levels below given energy
119+
# Source: RIPL-3 (Reference Input Parameter Library)
120+
NUCLEAR_LEVEL_DENSITY = {
121+
# (Z, A): {'levels_below_5MeV': n, 'levels_below_10MeV': n}
122+
(26, 56): {'levels_below_5MeV': 25, 'levels_below_10MeV': 180},
123+
(28, 62): {'levels_below_5MeV': 20, 'levels_below_10MeV': 150},
124+
(50, 120): {'levels_below_5MeV': 60, 'levels_below_10MeV': 800},
125+
(82, 208): {'levels_below_5MeV': 35, 'levels_below_10MeV': 400},
126+
(92, 235): {'levels_below_5MeV': 200, 'levels_below_10MeV': 5000},
127+
(92, 238): {'levels_below_5MeV': 150, 'levels_below_10MeV': 4000},
128+
}
129+
130+
# ============================================================
131+
# Fibonacci sequence
132+
# ============================================================
133+
def fibonacci(n):
134+
"""Return the nth Fibonacci number (0-indexed: F(0)=0, F(1)=1, ...)."""
135+
if n < 0:
136+
raise ValueError(f"Negative index: {n}")
137+
if n <= 1:
138+
return n
139+
a, b = 0, 1
140+
for _ in range(2, n + 1):
141+
a, b = b, a + b
142+
return b
143+
144+
FIB = [fibonacci(i) for i in range(21)]
145+
146+
# ============================================================
147+
# Turbulence reference values
148+
# ============================================================
149+
KOLMOGOROV_EXPONENT = -5/3 # Kolmogorov -5/3 law
150+
SHE_LEVEQUE_BETA = 2/3 # She-Lévêque β = F₃/F₄
151+
ORGANIZED_FRACTION_TARGET = 1 - 2**(-5/3) # ≈ 0.685 for exact -5/3
Lines changed: 126 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,126 @@
1+
"""
2+
Milestone 4: Shared utilities for experiment scripts.
3+
"""
4+
5+
import json
6+
import os
7+
import time
8+
import math
9+
import numpy as np
10+
from datetime import datetime, timezone
11+
12+
13+
def save_results(results, experiment_name, results_dir=None):
14+
"""Save experiment results to timestamped JSON file."""
15+
if results_dir is None:
16+
results_dir = os.path.join(
17+
os.path.dirname(os.path.dirname(os.path.abspath(__file__))),
18+
'results'
19+
)
20+
os.makedirs(results_dir, exist_ok=True)
21+
22+
timestamp = datetime.now(timezone.utc).strftime('%Y%m%d_%H%M%S')
23+
filename = f"{experiment_name}_{timestamp}.json"
24+
filepath = os.path.join(results_dir, filename)
25+
26+
with open(filepath, 'w') as f:
27+
json.dump(results, f, indent=2, default=str)
28+
29+
print(f"\nResults saved: {filepath}")
30+
return filepath
31+
32+
33+
def timer():
34+
"""Simple context-manager timer."""
35+
class Timer:
36+
def __enter__(self):
37+
self.start = time.perf_counter()
38+
return self
39+
def __exit__(self, *args):
40+
self.elapsed = time.perf_counter() - self.start
41+
return Timer()
42+
43+
44+
def bootstrap_ci(data, statistic=np.mean, n_bootstrap=10000, ci=0.95, seed=42):
45+
"""
46+
Compute bootstrap confidence interval for a statistic.
47+
48+
Returns
49+
-------
50+
dict with 'estimate', 'ci_lower', 'ci_upper', 'std_error'
51+
"""
52+
rng = np.random.default_rng(seed)
53+
data = np.asarray(data)
54+
n = len(data)
55+
56+
estimates = np.empty(n_bootstrap)
57+
for i in range(n_bootstrap):
58+
sample = data[rng.integers(0, n, size=n)]
59+
estimates[i] = statistic(sample)
60+
61+
alpha = (1 - ci) / 2
62+
return {
63+
'estimate': statistic(data),
64+
'ci_lower': float(np.percentile(estimates, 100 * alpha)),
65+
'ci_upper': float(np.percentile(estimates, 100 * (1 - alpha))),
66+
'std_error': float(np.std(estimates)),
67+
}
68+
69+
70+
def monte_carlo_null(observed, generator_fn, n_trials=10000, seed=42):
71+
"""
72+
Monte Carlo null test: what fraction of random trials match or exceed observed?
73+
74+
Parameters
75+
----------
76+
observed : float
77+
The observed statistic.
78+
generator_fn : callable
79+
Function(rng) → random statistic under null hypothesis.
80+
n_trials : int
81+
Number of Monte Carlo trials.
82+
seed : int
83+
Random seed.
84+
85+
Returns
86+
-------
87+
dict with 'observed', 'null_mean', 'null_std', 'p_value', 'z_score'
88+
"""
89+
rng = np.random.default_rng(seed)
90+
null_dist = np.array([generator_fn(rng) for _ in range(n_trials)])
91+
92+
p_value = np.mean(null_dist >= observed)
93+
null_mean = np.mean(null_dist)
94+
null_std = np.std(null_dist)
95+
z_score = (observed - null_mean) / null_std if null_std > 0 else float('inf')
96+
97+
return {
98+
'observed': float(observed),
99+
'null_mean': float(null_mean),
100+
'null_std': float(null_std),
101+
'p_value': float(p_value),
102+
'z_score': float(z_score),
103+
'n_trials': n_trials,
104+
}
105+
106+
107+
def print_header(title, subtitle=None):
108+
"""Print formatted experiment header."""
109+
print("\n" + "=" * 70)
110+
print(title)
111+
if subtitle:
112+
print(subtitle)
113+
print("=" * 70)
114+
115+
116+
def print_table(headers, rows, col_widths=None):
117+
"""Print a formatted table."""
118+
if col_widths is None:
119+
col_widths = [max(len(str(h)), max(len(str(r[i])) for r in rows)) + 2
120+
for i, h in enumerate(headers)]
121+
122+
header_line = "".join(str(h).ljust(w) for h, w in zip(headers, col_widths))
123+
print(header_line)
124+
print("-" * sum(col_widths))
125+
for row in rows:
126+
print("".join(str(v).ljust(w) for v, w in zip(row, col_widths)))

0 commit comments

Comments
 (0)