Comprehensive Theory Validation Report

Generated: 2025-08-07 10:57:29

Total Theories

Tested

Analytical Tests

185/217

Passed

Solver Tests

183/216

Passed

Perfect Scores

17/0

Analytical/Combined

⭐ Beat SOTA

Theories (42 tests)

Aalto Gauge Gravity (g=1.00): Scattering Amplitudes, CMB Power Spectrum
Alena‑Tensor‑γ=+0.00: Scattering Amplitudes
Asymptotic Safety (Λ_as=1.0e+18 GeV): Scattering Amplitudes, CMB Power Spectrum
CDT (k₀=2.2, k₄=0.6): Scattering Amplitudes, CMB Power Spectrum
Einstein Asymmetric (α=0.0e+00): g-2 Muon, Scattering Amplitudes
Einstein Teleparallel (τ=0.000): Scattering Amplitudes
Emergent Gravity (η=0.00): Scattering Amplitudes, CMB Power Spectrum
Fractal QG (D=3.000): Scattering Amplitudes
Gauge Gravity (κ=0.00): Scattering Amplitudes
Kerr-Newman (a=0.50, q_e=0.30): CMB Power Spectrum
Log-Corrected QG (γ=0.000): Scattering Amplitudes
Loop Quantum Gravity (γ=0.2375): g-2 Muon, Scattering Amplitudes, CMB Power Spectrum
Non-Commutative Geometry (θ=1.00): Scattering Amplitudes
Phase Transition QG (T_c=1.0): Scattering Amplitudes, CMB Power Spectrum
Post-Quantum Gravity (γ=1.00e-02): Scattering Amplitudes
Quantum Corrected (α=+0.01): g-2 Muon, Scattering Amplitudes, CMB Power Spectrum
Regularised Core QG (ε=1.0e-04): Scattering Amplitudes, CMB Power Spectrum
Reissner-Nordström (q_e=0.30): CMB Power Spectrum
Spinor-Conformal QG (λ=0.00): Scattering Amplitudes, CMB Power Spectrum
Stochastic Noise (σ=1.00e-05): Scattering Amplitudes, CMB Power Spectrum
String Theory (α'=1.0e-66): g-2 Muon, Scattering Amplitudes
Twistor Theory (λ=0.10): Scattering Amplitudes, CMB Power Spectrum
UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01): CMB Power Spectrum
Yukawa (λ=10.00 RS): g-2 Muon, Scattering Amplitudes, CMB Power Spectrum

Theory Rankings - Combined Score

Rank	Theory	Category	Combined Score	Analytical	Solver	Distance/Divergence (P1/50/99)	Solver Time
1	Schwarzschild	baseline	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.716s (0.7ms/step)
2	Kerr (a=0.50)	classical	92.9%	7/7	6/7 (g-2 Muon)	Distance: 43.5 MDistance in black hole radii (M = GM/c²) / 37.8 M (1.15× longer) Divergence: 4.4e-35 → 7.0e-25 → 1.1e-23 (avg: 3.8e-24)	1.121s (1.0ms/step)
3	Kerr (a=0.50)	classical	92.9%	7/7	6/7 (g-2 Muon)	Distance: 43.5 MDistance in black hole radii (M = GM/c²) / 37.8 M (1.15× longer) Divergence: 4.4e-35 → 7.0e-25 → 1.1e-23 (avg: 3.8e-24)	1.113s (1.0ms/step)
4	Entropic‑Λσβ	emergent	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.647s (0.6ms/step)
5	Surfaceology‑ε=+0.00	emergent	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.634s (0.6ms/step)
6	Alena‑Tensor‑γ=+0.00 ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.644s (0.6ms/step)
7	Asymptotic Safety (Λ_as=1.0e+18 GeV) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.758s (0.7ms/step)
8	Einstein Asymmetric (α=0.0e+00) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.645s (0.6ms/step)
9	Einstein Teleparallel (τ=0.000) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.639s (0.6ms/step)
10	Fractal QG (D=3.000) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.664s (0.6ms/step)
11	Gauge Gravity (κ=0.00) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.685s (0.6ms/step)
12	Log-Corrected QG (γ=0.000) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.713s (0.6ms/step)
13	Non-Commutative Geometry (θ=1.00) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.999s (0.9ms/step)
14	Post-Quantum Gravity (γ=1.00e-02) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.535s (0.5ms/step)
15	Regularised Core QG (ε=1.0e-04) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.1e-48 → 4.1e-42 → 1.1e-40 (avg: 3.8e-41)	0.613s (0.6ms/step)
16	Stochastic Noise (σ=1.00e-05) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.836s (0.8ms/step)
17	String Theory (α'=1.0e-66) ⭐	quantum	92.9%	7/7	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.2e-50 → 7.1e-46 → 4.7e-45 (avg: 1.8e-45)	0.652s (0.6ms/step)
18	Phase Transition QG (T_c=1.0) ⭐	quantum	85.7%	6/7	6/7 (g-2 Muon)	Distance: 37.4 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 3.4e-35 → 3.2e-28 → 7.5e-27 (avg: 2.6e-27)	0.792s (0.7ms/step)
19	Quantum Corrected (α=+0.01) ⭐	quantum	85.7%	6/7	6/7 (g-2 Muon)	Distance: 37.4 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 4.4e-35 → 4.2e-28 → 1.0e-26 (avg: 3.6e-27)	0.651s (0.6ms/step)
20	Twistor Theory (λ=0.10) ⭐	quantum	85.7%	6/7	6/7 (g-2 Muon)	Distance: 38.7 MDistance in black hole radii (M = GM/c²) / 37.8 M (1.02× longer) Divergence: 2.1e-34 → 2.1e-27 → 5.5e-26 (avg: 1.9e-26)	0.725s (0.7ms/step)
21	Yukawa (λ=10.00 RS) ⭐	quantum	85.7%	6/7	6/7 (g-2 Muon)	N/A	0.371s (0.7ms/step)
22	Kerr-Newman (a=0.50, q_e=0.30) ⭐	base	78.6%	5/7	6/7 (g-2 Muon)	Distance: 43.5 MDistance in black hole radii (M = GM/c²) / 37.8 M (1.15× longer) Divergence: 4.0e-35 → 6.4e-25 → 9.8e-24 (avg: 3.5e-24)	1.222s (1.1ms/step)
23	Kerr-Newman (a=0.50, q_e=0.30) ⭐	base	78.6%	5/7	6/7 (g-2 Muon)	Distance: 43.5 MDistance in black hole radii (M = GM/c²) / 37.8 M (1.15× longer) Divergence: 4.0e-35 → 6.4e-25 → 9.8e-24 (avg: 3.5e-24)	1.142s (1.0ms/step)
24	Reissner-Nordström (q_e=0.30) ⭐	base	78.6%	5/7	6/7 (g-2 Muon)	Distance: 38.7 MDistance in black hole radii (M = GM/c²) / 37.8 M (1.02× longer) Divergence: 2.2e-34 → 2.2e-27 → 5.8e-26 (avg: 2.0e-26)	1.004s (0.9ms/step)
25	CDT (k₀=2.2, k₄=0.6) ⭐	quantum	71.4%	4/7	6/7 (g-2 Muon)	Distance: 34.1 MDistance in black hole radii (M = GM/c²) / 37.8 M (0.90× shorter) Divergence: 6.7e-31 → 1.5e-26 → 1.4e-26 (avg: 9.7e-27)	3.289s (3.0ms/step)
26	Emergent Gravity (η=0.00) ⭐	quantum	71.4%	4/7	6/7 (g-2 Muon)	Distance: 34.0 MDistance in black hole radii (M = GM/c²) / 37.8 M (0.90× shorter) Divergence: 3.3e-32 → 3.0e-25 → 5.5e-24 (avg: 1.9e-24)	1.507s (1.4ms/step)
27	Loop Quantum Gravity (γ=0.2375) ⭐	quantum	71.4%	4/7	6/7 (g-2 Muon)	Distance: 51.0 MDistance in black hole radii (M = GM/c²) / 37.8 M (1.35× longer) Divergence: 7.2e-33 → 7.4e-26 → 3.3e-24 (avg: 1.1e-24)	0.996s (0.9ms/step)
28	UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) ⭐	ugm	71.4%	4/7	6/7 (g-2 Muon)	N/A	5.457s (17.8ms/step)
29	Aalto Gauge Gravity (g=1.00) ⭐	quantum	64.3%	4/7	5/7 (g-2 Muon,PGW)	N/A	0.418s (1.0ms/step)
30	Spinor-Conformal QG (λ=0.00) ⭐	quantum	64.3%	3/7	6/7 (g-2 Muon)	Distance: 34.9 MDistance in black hole radii (M = GM/c²) / 37.8 M (0.92× shorter) Divergence: 3.4e-33 → 3.2e-26 → 7.3e-25 (avg: 2.6e-25)	0.688s (0.6ms/step)
31	Newtonian Limit	classical	61.5%	4/7	4/6 (g-2 Muon,Scattering Amplitudes)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 4.7e-51 → 4.9e-46 → 1.2e-44 (avg: 4.2e-45)	4.969s (5.0ms/step)

Detailed Theory Results

Post-Quantum Gravity (γ=1.00e-02) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.052s (solver: 0.052s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Regularised Core QG (ε=1.0e-04) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 1.1628e-40

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.059s (solver: 0.059s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.017s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 40.3 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.010s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Surfaceology‑ε=+0.00 (emergent)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: symmetric_charged_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.059s (solver: 0.059s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.004s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Einstein Teleparallel (τ=0.000) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.058s (solver: 0.058s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.025s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Alena‑Tensor‑γ=+0.00 (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.059s (solver: 0.059s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Einstein Asymmetric (α=0.0e+00) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.058s (solver: 0.058s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Entropic‑Λσβ (emergent)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.059s (solver: 0.059s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.003s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

String Theory (α'=1.0e-66) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.060s (solver: 0.060s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.006s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Fractal QG (D=3.000) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.059s (solver: 0.059s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Gauge Gravity (κ=0.00) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.059s (solver: 0.059s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.017s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Log-Corrected QG (γ=0.000) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.062s (solver: 0.062s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Schwarzschild (baseline)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0000

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: symmetric_charged_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.065s (solver: 0.065s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.004s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Asymptotic Safety (Λ_as=1.0e+18 GeV) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.065s (solver: 0.065s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.010s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Stochastic Noise (σ=1.00e-05) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.080s (solver: 0.080s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 40.1 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.010s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Non-Commutative Geometry (θ=1.00) (quantum)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.1787e-45

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.090s (solver: 0.090s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.007s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Kerr (a=0.50) (classical)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0006

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: symmetric_charged_solver_run (cached)

Loss: 1.0983e-23

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.101s (solver: 0.101s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.005s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Kerr (a=0.50) (classical)

Combined Score: 92.9% (13/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0006

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: symmetric_charged_solver_run (cached)

Loss: 1.0983e-23

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.102s (solver: 0.102s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.004s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Yukawa (λ=10.00 RS) (quantum)

Combined Score: 85.7% (12/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0780

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Using cached trajectory

Steps: 432

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.065s (solver: 0.065s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.025s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 38 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.009s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.0085 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Quantum Corrected (α=+0.01) (quantum)

Combined Score: 85.7% (12/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: FAIL

Loss: 1.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 1.0925e-26

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.063s (solver: 0.063s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 52.2 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.009s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.00997 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Twistor Theory (λ=0.10) (quantum)

Combined Score: 85.7% (12/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: FAIL

Loss: 1.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.7720e-26

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.066s (solver: 0.066s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 47.2 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.011s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Phase Transition QG (T_c=1.0) (quantum)

Combined Score: 85.7% (12/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 0.1948

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 7.8612e-27

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.076s (solver: 0.076s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 37.7 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.012s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Reissner-Nordström (q_e=0.30) (base)

Combined Score: 78.6% (11/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0000

PPN Parameters

Status: FAIL

Loss: 1000.0000

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 6.1604e-26

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.096s (solver: 0.096s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 51.1 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.009s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Kerr-Newman (a=0.50, q_e=0.30) (base)

Combined Score: 78.6% (11/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0000

PPN Parameters

Status: FAIL

Loss: 1000.0000

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 1.0162e-23

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.105s (solver: 0.105s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 51.1 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.010s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Kerr-Newman (a=0.50, q_e=0.30) (base)

Combined Score: 78.6% (11/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0000

PPN Parameters

Status: FAIL

Loss: 1000.0000

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 1.0162e-23

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.107s (solver: 0.106s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.925s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 51.1 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.012s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.001s (solver: 0.000s)

Loop Quantum Gravity (γ=0.2375) (quantum)

Combined Score: 71.4% (10/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0780

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: FAIL

Error: 100.00%

Predicted: 0 radians

Experimental: 2.7 radians

Gravitational Waves

Status: FAIL

Loss: 1.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 3.6942e-24

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.087s (solver: 0.086s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 35.9 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.012s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Emergent Gravity (η=0.00) (quantum)

Combined Score: 71.4% (10/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 0.0091

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: FAIL

Error: 307.52%

Predicted: 11 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: FAIL

Loss: 2.2410

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 5.7147e-24

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.065s (solver: 0.065s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.015s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 44.9 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.009s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

CDT (k₀=2.2, k₄=0.6) (quantum)

Combined Score: 71.4% (10/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 0.9751

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: FAIL

Error: 56.05%

Predicted: 1.19 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: FAIL

Loss: 0.5143

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 1.4447e-26

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.098s (solver: 0.098s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 33.3 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.013s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) (ugm)

Combined Score: 71.4% (10/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0780

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: FAIL

Error: 2169.31%

Predicted: 61.3 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: FAIL

Loss: 1.1068

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: ugm_symmetric_solver_run (cached)

Using cached trajectory

Steps: 206

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.163s (solver: 0.163s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: FAIL

Predicted: 0.0011659181 (g-2)/2

Experimental: 0.0011659206 (g-2)/2

SOTA: 0.0011659181 (g-2)/2

Note: Fails because SM (SOTA) doesn't explain the experimental anomaly

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 32.7 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.014s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.001s (solver: 0.000s)

Aalto Gauge Gravity (g=1.00) (quantum)

Combined Score: 64.3% (9/14 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0780

PPN Parameters

Status: PASS

Loss: 0.6391

COW Interferometry

Status: FAIL

Error: 100.00%

Predicted: 0 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: FAIL

Loss: 0.9927

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Using cached trajectory

Steps: 315

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.090s (solver: 0.090s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.027s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 33.6 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.016s (solver: 0.000s)

Primordial GWs

Status: FAIL

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Spinor-Conformal QG (λ=0.00) (quantum)

Combined Score: 64.3% (9/14 tests passed)

Analytical Tests

Mercury Precession

Status: FAIL

Error: 16.81%

Predicted: 50.2 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: PASS

Error: 0.02%

Predicted: 1.75 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: PASS

Loss: 0.0001

PPN Parameters

Status: FAIL

Loss: 700.0000

COW Interferometry

Status: FAIL

Error: 719722215.01%

Predicted: 1.94e+07 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: FAIL

Loss: 1.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 7.7123e-25

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.062s (solver: 0.062s)

Steps: 100

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.026s (solver: 0.016s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.011s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Quantum-PI

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Newtonian Limit (classical)

Combined Score: 61.5% (8/13 tests passed)

Analytical Tests

Mercury Precession

Status: PASS

Error: 0.02%

Predicted: 43 arcsec/century

Experimental: 43 arcsec/century

Light Deflection

Status: FAIL

Error: 50.01%

Predicted: 0.875 arcsec

Experimental: 1.75 arcsec

Photon Sphere

Status: FAIL

Loss: 1.0000

PPN Parameters

Status: FAIL

Loss: 700.0000

COW Interferometry

Status: PASS

Error: 0.12%

Predicted: 2.7 radians

Experimental: 2.7 radians

Gravitational Waves

Status: PASS

Loss: 0.0000

PSR J0740

Status: PASS

Loss: 0.0000

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: symmetric_charged_solver_run (cached)

Loss: 1.2855e-44

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: NewtonianAnalytical

Time: 0.000s (solver: 0.001s)

Steps: 1

g-2 Muon

Status: FAIL

Predicted: 0

Experimental: 0.0011659206

Scattering Amplitudes

Status: FAIL

Predicted: 0

Experimental: 1.48

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.004s (solver: 0.000s)

Primordial GWs

Status: PASS

Solver: Analytical

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Time: 0.000s (solver: 0.000s)

Test Methodology

Analytical Tests:

Mercury Precession
Light Deflection
Photon Sphere
PPN Parameters
COW Interferometry
Gravitational Waves
PSR J0740+6620

Solver-Based Tests:

Trajectory vs Kerr (10k steps)
Circular Orbit Conservation
Quantum Geodesic Simulation
g-2 Muon Anomaly
Scattering Amplitudes
CMB Power Spectrum
Primordial GWs

Note on Solver Timings: Cached trajectory results show as "Using cached trajectory" instead of misleading timing values. Actual solver performance is only measured for freshly computed trajectories.

Test Execution Logs

COMPREHENSIVE THEORY VALIDATION - ANALYTICAL + SOLVER TESTS ================================================================================ Testing 31 theories with both analytical and solver-based tests Running theories sequentially with 4 particles in parallel ============================================================ Testing: Kerr-Newman (a=0.50, q_e=0.30) [base] ============================================================ Initialized: Kerr-Newman (a=0.50, q_e=0.30) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✗ PPN Parameters: FAIL ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Kerr-Newman (a=0.50, q_e=0.30)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__electron_0fe7832aa14a4bb1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__electron_0fe7832aa14a4bb1_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__neutrino_0fe7832aa14a4bb1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__neutrino_0fe7832aa14a4bb1_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__photon_0fe7832aa14a4bb1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__photon_0fe7832aa14a4bb1_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__proton_0fe7832aa14a4bb1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__proton_0fe7832aa14a4bb1_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.02e-23) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/ 📊 Data saved to: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/data/ 💻 Code saved to: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/code/ 📝 Logs saved to: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 51.1 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 5/7 passed (71.4%) Solver: 6/7 passed (85.7%) Combined: 11/14 passed (78.6%) ============================================================ Testing: Kerr-Newman (a=0.50, q_e=0.30) [base] ============================================================ Initialized: Kerr-Newman (a=0.50, q_e=0.30) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✗ PPN Parameters: FAIL ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Kerr-Newman (a=0.50, q_e=0.30)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__electron_9be0ccab168dd74b_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__electron_9be0ccab168dd74b_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__neutrino_9be0ccab168dd74b_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__neutrino_9be0ccab168dd74b_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__photon_9be0ccab168dd74b_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__photon_9be0ccab168dd74b_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__proton_9be0ccab168dd74b_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr-Newman__a_0_50__q_e_0_30__proton_9be0ccab168dd74b_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.02e-23) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/ 📊 Data saved to: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/data/ 💻 Code saved to: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/code/ 📝 Logs saved to: runs/predictions/Kerr-Newman_(a=0.50,_q_e=0.30)/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 51.1 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 5/7 passed (71.4%) Solver: 6/7 passed (85.7%) Combined: 11/14 passed (78.6%) ============================================================ Testing: Reissner-Nordström (q_e=0.30) [base] ============================================================ Initialized: Reissner-Nordström (q_e=0.30) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✗ PPN Parameters: FAIL ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Reissner-Nordström (q_e=0.30)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__electron_324fb3a6fd51eeb8_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__electron_324fb3a6fd51eeb8_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__neutrino_324fb3a6fd51eeb8_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__neutrino_324fb3a6fd51eeb8_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__photon_324fb3a6fd51eeb8_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__photon_324fb3a6fd51eeb8_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__proton_324fb3a6fd51eeb8_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Reissner-Nordstr_m__q_e_0_30__proton_324fb3a6fd51eeb8_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 6.16e-26) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Reissner-Nordström_(q_e=0.30)/ 📊 Data saved to: runs/predictions/Reissner-Nordström_(q_e=0.30)/data/ 💻 Code saved to: runs/predictions/Reissner-Nordström_(q_e=0.30)/code/ 📝 Logs saved to: runs/predictions/Reissner-Nordström_(q_e=0.30)/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 51.1 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 5/7 passed (71.4%) Solver: 6/7 passed (85.7%) Combined: 11/14 passed (78.6%) ============================================================ Testing: Schwarzschild [baseline] ============================================================ Initialized: Schwarzschild Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Schwarzschild... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_electron_e361151f5b42b14a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_electron_e361151f5b42b14a_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_neutrino_e361151f5b42b14a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_neutrino_e361151f5b42b14a_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_photon_e361151f5b42b14a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_photon_e361151f5b42b14a_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_proton_e361151f5b42b14a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Schwarzschild_proton_e361151f5b42b14a_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Kerr (a=0.50) [classical] ============================================================ Initialized: Kerr (a=0.50) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Kerr (a=0.50)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__electron_59d73b0c2a1aeda9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__electron_59d73b0c2a1aeda9_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__neutrino_59d73b0c2a1aeda9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__neutrino_59d73b0c2a1aeda9_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__photon_59d73b0c2a1aeda9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__photon_59d73b0c2a1aeda9_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__proton_59d73b0c2a1aeda9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__proton_59d73b0c2a1aeda9_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 1.10e-23) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Kerr (a=0.50) [classical] ============================================================ Initialized: Kerr (a=0.50) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Kerr (a=0.50)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__electron_b69ea1824937cfb0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__electron_b69ea1824937cfb0_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__neutrino_b69ea1824937cfb0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__neutrino_b69ea1824937cfb0_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__photon_b69ea1824937cfb0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__photon_b69ea1824937cfb0_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__proton_b69ea1824937cfb0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_50__proton_b69ea1824937cfb0_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 1.10e-23) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Newtonian Limit [classical] ============================================================ Initialized: Newtonian Limit Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✗ Light Deflection: FAIL (Predicted: 0.875 arcsec) ✗ Photon Sphere: FAIL ✗ PPN Parameters: FAIL ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Newtonian Limit... Found longer trajectory: 10000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_electron_f36ee260692b27b4_steps_10000.pt Truncating trajectory from 10001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_electron_f36ee260692b27b4_steps_10000_metadata.json Found longer trajectory: 10000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_neutrino_f36ee260692b27b4_steps_10000.pt Truncating trajectory from 10001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_neutrino_f36ee260692b27b4_steps_10000_metadata.json Found longer trajectory: 10000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_photon_f36ee260692b27b4_steps_10000.pt Truncating trajectory from 10001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_photon_f36ee260692b27b4_steps_10000_metadata.json Found longer trajectory: 10000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_proton_f36ee260692b27b4_steps_10000.pt Truncating trajectory from 10001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_proton_f36ee260692b27b4_steps_10000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 1.29e-44) ✓ Circular Orbit: PASS [NewtonianAnalytical] - Quantum Geodesic Sim: SKIP (Theory does not support quantum corrections) ✗ g-2 Muon: FAIL (Predicted: 0 ) ✗ Scattering Amplitudes: FAIL (Predicted: 0 ) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 4/7 passed (57.1%) Solver: 4/6 passed (66.7%) Combined: 8/13 passed (61.5%) ============================================================ Testing: Entropic‑Λσβ [emergent] ============================================================ Initialized: Entropic‑Λσβ Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Entropic‑Λσβ... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____electron_c9f6525d5d868aab_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____electron_c9f6525d5d868aab_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____neutrino_c9f6525d5d868aab_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____neutrino_c9f6525d5d868aab_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____photon_c9f6525d5d868aab_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____photon_c9f6525d5d868aab_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____proton_c9f6525d5d868aab_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Entropic_____proton_c9f6525d5d868aab_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Surfaceology‑ε=+0.00 [emergent] ============================================================ Initialized: Surfaceology‑ε=+0.00 Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Surfaceology‑ε=+0.00... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_electron_372667b376b4c86a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_electron_372667b376b4c86a_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_neutrino_372667b376b4c86a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_neutrino_372667b376b4c86a_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_photon_372667b376b4c86a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_photon_372667b376b4c86a_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_proton_372667b376b4c86a_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Surfaceology____0_00_proton_372667b376b4c86a_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Aalto Gauge Gravity (g=1.00) [quantum] ============================================================ Initialized: Aalto Gauge Gravity (g=1.00) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✓ PPN Parameters: PASS ✗ COW Interferometry: FAIL (Predicted: 0 radians) ✓ Gravitational Waves: PASS ✗ PSR J0740: FAIL Solver-Based Tests: Running particle trajectories for Aalto Gauge Gravity (g=1.00)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__electron_2eb8f0adb3433054_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__electron_2eb8f0adb3433054_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__neutrino_2eb8f0adb3433054_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__neutrino_2eb8f0adb3433054_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__photon_2eb8f0adb3433054_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__photon_2eb8f0adb3433054_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__proton_2eb8f0adb3433054_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Aalto_Gauge_Gravity__g_1_00__proton_2eb8f0adb3433054_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Aalto_Gauge_Gravity_(g=1.00)/ 📊 Data saved to: runs/predictions/Aalto_Gauge_Gravity_(g=1.00)/data/ 💻 Code saved to: runs/predictions/Aalto_Gauge_Gravity_(g=1.00)/code/ 📝 Logs saved to: runs/predictions/Aalto_Gauge_Gravity_(g=1.00)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 33.6 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✗ Primordial GWs: FAIL [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 4/7 passed (57.1%) Solver: 5/7 passed (71.4%) Combined: 9/14 passed (64.3%) ============================================================ Testing: Alena‑Tensor‑γ=+0.00 [quantum] ============================================================ Initialized: Alena‑Tensor‑γ=+0.00 Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Alena‑Tensor‑γ=+0.00... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_electron_4b3ce989cb773904_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_electron_4b3ce989cb773904_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_neutrino_4b3ce989cb773904_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_neutrino_4b3ce989cb773904_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_photon_4b3ce989cb773904_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_photon_4b3ce989cb773904_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_proton_4b3ce989cb773904_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Alena_Tensor____0_00_proton_4b3ce989cb773904_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum] ============================================================ Initialized: Asymptotic Safety (Λ_as=1.0e+18 GeV) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Asymptotic Safety (Λ_as=1.0e+18 GeV)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__electron_aac6368bac2cbfe7_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__electron_aac6368bac2cbfe7_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__neutrino_aac6368bac2cbfe7_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__neutrino_aac6368bac2cbfe7_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__photon_aac6368bac2cbfe7_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__photon_aac6368bac2cbfe7_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__proton_aac6368bac2cbfe7_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Asymptotic_Safety____as_1_0e_18_GeV__proton_aac6368bac2cbfe7_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Asymptotic_Safety_(Λ_as=1.0e+18_GeV)/ 📊 Data saved to: runs/predictions/Asymptotic_Safety_(Λ_as=1.0e+18_GeV)/data/ 💻 Code saved to: runs/predictions/Asymptotic_Safety_(Λ_as=1.0e+18_GeV)/code/ 📝 Logs saved to: runs/predictions/Asymptotic_Safety_(Λ_as=1.0e+18_GeV)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: CDT (k₀=2.2, k₄=0.6) [quantum] ============================================================ Initialized: CDT (k₀=2.2, k₄=0.6) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✓ PPN Parameters: PASS ✗ COW Interferometry: FAIL (Predicted: 1.19 radians) ✓ Gravitational Waves: PASS ✗ PSR J0740: FAIL Solver-Based Tests: Running particle trajectories for CDT (k₀=2.2, k₄=0.6)... Found longer trajectory: 3000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__electron_ac61e6c2c2bd582d_steps_3000.pt Truncating trajectory from 3001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__electron_ac61e6c2c2bd582d_steps_3000_metadata.json Found longer trajectory: 3000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__neutrino_ac61e6c2c2bd582d_steps_3000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__neutrino_ac61e6c2c2bd582d_steps_3000_metadata.json Found longer trajectory: 3000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__photon_ac61e6c2c2bd582d_steps_3000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__photon_ac61e6c2c2bd582d_steps_3000_metadata.json Found longer trajectory: 3000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__proton_ac61e6c2c2bd582d_steps_3000.pt Truncating trajectory from 3001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/CDT__k__2_2__k__0_6__proton_ac61e6c2c2bd582d_steps_3000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.44e-26) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/CDT_(k₀=2.2,_k₄=0.6)/ 📊 Data saved to: runs/predictions/CDT_(k₀=2.2,_k₄=0.6)/data/ 💻 Code saved to: runs/predictions/CDT_(k₀=2.2,_k₄=0.6)/code/ 📝 Logs saved to: runs/predictions/CDT_(k₀=2.2,_k₄=0.6)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 33.3 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 4/7 passed (57.1%) Solver: 6/7 passed (85.7%) Combined: 10/14 passed (71.4%) ============================================================ Testing: Einstein Asymmetric (α=0.0e+00) [quantum] ============================================================ Initialized: Einstein Asymmetric (α=0.0e+00) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Einstein Asymmetric (α=0.0e+00)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__electron_84615c0975a6365e_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__electron_84615c0975a6365e_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__neutrino_84615c0975a6365e_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__neutrino_84615c0975a6365e_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__photon_84615c0975a6365e_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__photon_84615c0975a6365e_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__proton_84615c0975a6365e_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Asymmetric____0_0e_00__proton_84615c0975a6365e_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2 ⭐ BEATS SOTA!) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Einstein Teleparallel (τ=0.000) [quantum] ============================================================ Initialized: Einstein Teleparallel (τ=0.000) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Einstein Teleparallel (τ=0.000)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__electron_60331836e2368c47_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__electron_60331836e2368c47_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__neutrino_60331836e2368c47_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__neutrino_60331836e2368c47_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__photon_60331836e2368c47_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__photon_60331836e2368c47_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__proton_60331836e2368c47_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Einstein_Teleparallel____0_000__proton_60331836e2368c47_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Emergent Gravity (η=0.00) [quantum] ============================================================ Initialized: Emergent Gravity (η=0.00) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✓ PPN Parameters: PASS ✗ COW Interferometry: FAIL (Predicted: 11 radians) ✓ Gravitational Waves: PASS ✗ PSR J0740: FAIL Solver-Based Tests: Running particle trajectories for Emergent Gravity (η=0.00)... Found longer trajectory: 2000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__electron_7e8be55ecf439d42_steps_2000.pt Truncating trajectory from 2001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__electron_7e8be55ecf439d42_steps_2000_metadata.json Found longer trajectory: 2000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__neutrino_7e8be55ecf439d42_steps_2000.pt Truncating trajectory from 2001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__neutrino_7e8be55ecf439d42_steps_2000_metadata.json Found longer trajectory: 2000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__photon_7e8be55ecf439d42_steps_2000.pt Truncating trajectory from 2001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__photon_7e8be55ecf439d42_steps_2000_metadata.json Found longer trajectory: 2000 steps (requested 1000) Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__proton_7e8be55ecf439d42_steps_2000.pt Truncating trajectory from 2001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__proton_7e8be55ecf439d42_steps_2000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.71e-24) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Emergent_Gravity_(η=0.00)/ 📊 Data saved to: runs/predictions/Emergent_Gravity_(η=0.00)/data/ 💻 Code saved to: runs/predictions/Emergent_Gravity_(η=0.00)/code/ 📝 Logs saved to: runs/predictions/Emergent_Gravity_(η=0.00)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 44.9 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 4/7 passed (57.1%) Solver: 6/7 passed (85.7%) Combined: 10/14 passed (71.4%) ============================================================ Testing: Fractal QG (D=3.000) [quantum] ============================================================ Initialized: Fractal QG (D=3.000) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Fractal QG (D=3.000)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__electron_29303117251e9098_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__electron_29303117251e9098_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__neutrino_29303117251e9098_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__neutrino_29303117251e9098_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__photon_29303117251e9098_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__photon_29303117251e9098_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__proton_29303117251e9098_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Fractal_QG__D_3_000__proton_29303117251e9098_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Gauge Gravity (κ=0.00) [quantum] ============================================================ Initialized: Gauge Gravity (κ=0.00) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Gauge Gravity (κ=0.00)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__electron_7e78b09d8472ccc0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__electron_7e78b09d8472ccc0_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__neutrino_7e78b09d8472ccc0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__neutrino_7e78b09d8472ccc0_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__photon_7e78b09d8472ccc0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__photon_7e78b09d8472ccc0_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__proton_7e78b09d8472ccc0_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Gauge_Gravity____0_00__proton_7e78b09d8472ccc0_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Log-Corrected QG (γ=0.000) [quantum] ============================================================ Initialized: Log-Corrected QG (γ=0.000) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Log-Corrected QG (γ=0.000)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__electron_9815531af57a041f_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__electron_9815531af57a041f_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__neutrino_9815531af57a041f_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__neutrino_9815531af57a041f_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__photon_9815531af57a041f_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__photon_9815531af57a041f_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__proton_9815531af57a041f_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Log-Corrected_QG____0_000__proton_9815531af57a041f_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Loop Quantum Gravity (γ=0.2375) [quantum] ============================================================ Initialized: Loop Quantum Gravity (γ=0.2375) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✓ PPN Parameters: PASS ✗ COW Interferometry: FAIL (Predicted: 0 radians) ✗ Gravitational Waves: FAIL ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Loop Quantum Gravity (γ=0.2375)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__electron_cc476d58faebbe40_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__electron_cc476d58faebbe40_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__neutrino_cc476d58faebbe40_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__neutrino_cc476d58faebbe40_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__photon_cc476d58faebbe40_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__photon_cc476d58faebbe40_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__proton_cc476d58faebbe40_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Loop_Quantum_Gravity____0_2375__proton_cc476d58faebbe40_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 3.69e-24) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2 ⭐ BEATS SOTA!) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Loop_Quantum_Gravity_(γ=0.2375)/ 📊 Data saved to: runs/predictions/Loop_Quantum_Gravity_(γ=0.2375)/data/ 💻 Code saved to: runs/predictions/Loop_Quantum_Gravity_(γ=0.2375)/code/ 📝 Logs saved to: runs/predictions/Loop_Quantum_Gravity_(γ=0.2375)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 35.9 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 4/7 passed (57.1%) Solver: 6/7 passed (85.7%) Combined: 10/14 passed (71.4%) ============================================================ Testing: Non-Commutative Geometry (θ=1.00) [quantum] ============================================================ Initialized: Non-Commutative Geometry (θ=1.00) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Non-Commutative Geometry (θ=1.00)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__electron_62ba83cc114f76f9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__electron_62ba83cc114f76f9_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__neutrino_62ba83cc114f76f9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__neutrino_62ba83cc114f76f9_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__photon_62ba83cc114f76f9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__photon_62ba83cc114f76f9_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__proton_62ba83cc114f76f9_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Non-Commutative_Geometry____1_00__proton_62ba83cc114f76f9_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Phase Transition QG (T_c=1.0) [quantum] ============================================================ Initialized: Phase Transition QG (T_c=1.0) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Phase Transition QG (T_c=1.0)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__electron_630a362c4e4d9ff2_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__electron_630a362c4e4d9ff2_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__neutrino_630a362c4e4d9ff2_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__neutrino_630a362c4e4d9ff2_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__photon_630a362c4e4d9ff2_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__photon_630a362c4e4d9ff2_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__proton_630a362c4e4d9ff2_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Phase_Transition_QG__T_c_1_0__proton_630a362c4e4d9ff2_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 7.86e-27) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Phase_Transition_QG_(T_c=1.0)/ 📊 Data saved to: runs/predictions/Phase_Transition_QG_(T_c=1.0)/data/ 💻 Code saved to: runs/predictions/Phase_Transition_QG_(T_c=1.0)/code/ 📝 Logs saved to: runs/predictions/Phase_Transition_QG_(T_c=1.0)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 37.7 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 6/7 passed (85.7%) Solver: 6/7 passed (85.7%) Combined: 12/14 passed (85.7%) ============================================================ Testing: Post-Quantum Gravity (γ=1.00e-02) [quantum] ============================================================ Initialized: Post-Quantum Gravity (γ=1.00e-02) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Post-Quantum Gravity (γ=1.00e-02)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__electron_57523d8cf581e337_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__electron_57523d8cf581e337_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__neutrino_57523d8cf581e337_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__neutrino_57523d8cf581e337_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__photon_57523d8cf581e337_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__photon_57523d8cf581e337_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__proton_57523d8cf581e337_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Post-Quantum_Gravity____1_00e-02__proton_57523d8cf581e337_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Quantum Corrected (α=+0.01) [quantum] ============================================================ Initialized: Quantum Corrected (α=+0.01) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✗ Gravitational Waves: FAIL ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Quantum Corrected (α=+0.01)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__electron_74b0bc5dbf7254dc_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__electron_74b0bc5dbf7254dc_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__neutrino_74b0bc5dbf7254dc_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__neutrino_74b0bc5dbf7254dc_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__photon_74b0bc5dbf7254dc_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__photon_74b0bc5dbf7254dc_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__proton_74b0bc5dbf7254dc_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Quantum_Corrected_____0_01__proton_74b0bc5dbf7254dc_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.09e-26) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2 ⭐ BEATS SOTA!) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Quantum_Corrected_(α=+0.01)/ 📊 Data saved to: runs/predictions/Quantum_Corrected_(α=+0.01)/data/ 💻 Code saved to: runs/predictions/Quantum_Corrected_(α=+0.01)/code/ 📝 Logs saved to: runs/predictions/Quantum_Corrected_(α=+0.01)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 52.2 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.00997 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 6/7 passed (85.7%) Solver: 6/7 passed (85.7%) Combined: 12/14 passed (85.7%) ============================================================ Testing: Regularised Core QG (ε=1.0e-04) [quantum] ============================================================ Initialized: Regularised Core QG (ε=1.0e-04) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Regularised Core QG (ε=1.0e-04)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__electron_2b07961d1e7f0cd4_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__electron_2b07961d1e7f0cd4_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__neutrino_2b07961d1e7f0cd4_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__neutrino_2b07961d1e7f0cd4_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__photon_2b07961d1e7f0cd4_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__photon_2b07961d1e7f0cd4_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__proton_2b07961d1e7f0cd4_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Regularised_Core_QG____1_0e-04__proton_2b07961d1e7f0cd4_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.16e-40) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Regularised_Core_QG_(ε=1.0e-04)/ 📊 Data saved to: runs/predictions/Regularised_Core_QG_(ε=1.0e-04)/data/ 💻 Code saved to: runs/predictions/Regularised_Core_QG_(ε=1.0e-04)/code/ 📝 Logs saved to: runs/predictions/Regularised_Core_QG_(ε=1.0e-04)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 40.3 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Spinor-Conformal QG (λ=0.00) [quantum] ============================================================ Initialized: Spinor-Conformal QG (λ=0.00) Analytical Validators: ✗ Mercury Precession: FAIL (Predicted: 50.2 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✗ PPN Parameters: FAIL ✗ COW Interferometry: FAIL (Predicted: 1.94e+07 radians) ✓ Gravitational Waves: PASS ✗ PSR J0740: FAIL Solver-Based Tests: Running particle trajectories for Spinor-Conformal QG (λ=0.00)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__electron_47616dae665a38de_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__electron_47616dae665a38de_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__neutrino_47616dae665a38de_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__neutrino_47616dae665a38de_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__photon_47616dae665a38de_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__photon_47616dae665a38de_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__proton_47616dae665a38de_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Spinor-Conformal_QG____0_00__proton_47616dae665a38de_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 7.71e-25) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Spinor-Conformal_QG_(λ=0.00)/ 📊 Data saved to: runs/predictions/Spinor-Conformal_QG_(λ=0.00)/data/ 💻 Code saved to: runs/predictions/Spinor-Conformal_QG_(λ=0.00)/code/ 📝 Logs saved to: runs/predictions/Spinor-Conformal_QG_(λ=0.00)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 3/7 passed (42.9%) Solver: 6/7 passed (85.7%) Combined: 9/14 passed (64.3%) ============================================================ Testing: Stochastic Noise (σ=1.00e-05) [quantum] ============================================================ Initialized: Stochastic Noise (σ=1.00e-05) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Stochastic Noise (σ=1.00e-05)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__electron_85bf63209ef84b65_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__electron_85bf63209ef84b65_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__neutrino_85bf63209ef84b65_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__neutrino_85bf63209ef84b65_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__photon_85bf63209ef84b65_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__photon_85bf63209ef84b65_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__proton_85bf63209ef84b65_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Stochastic_Noise____1_00e-05__proton_85bf63209ef84b65_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Stochastic_Noise_(σ=1.00e-05)/ 📊 Data saved to: runs/predictions/Stochastic_Noise_(σ=1.00e-05)/data/ 💻 Code saved to: runs/predictions/Stochastic_Noise_(σ=1.00e-05)/code/ 📝 Logs saved to: runs/predictions/Stochastic_Noise_(σ=1.00e-05)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 40.1 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: String Theory (α'=1.0e-66) [quantum] ============================================================ Initialized: String Theory (α'=1.0e-66) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for String Theory (α'=1.0e-66)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__electron_c74fac69e4213bc1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__electron_c74fac69e4213bc1_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__neutrino_c74fac69e4213bc1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__neutrino_c74fac69e4213bc1_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__photon_c74fac69e4213bc1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__photon_c74fac69e4213bc1_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__proton_c74fac69e4213bc1_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/String_Theory_____1_0e-66__proton_c74fac69e4213bc1_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2 ⭐ BEATS SOTA!) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Twistor Theory (λ=0.10) [quantum] ============================================================ Initialized: Twistor Theory (λ=0.10) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✓ Photon Sphere: PASS ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✗ Gravitational Waves: FAIL ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Twistor Theory (λ=0.10)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__electron_1b8c9c0433164677_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__electron_1b8c9c0433164677_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__neutrino_1b8c9c0433164677_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__neutrino_1b8c9c0433164677_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__photon_1b8c9c0433164677_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__photon_1b8c9c0433164677_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__proton_1b8c9c0433164677_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Twistor_Theory____0_10__proton_1b8c9c0433164677_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.77e-26) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Twistor_Theory_(λ=0.10)/ 📊 Data saved to: runs/predictions/Twistor_Theory_(λ=0.10)/data/ 💻 Code saved to: runs/predictions/Twistor_Theory_(λ=0.10)/code/ 📝 Logs saved to: runs/predictions/Twistor_Theory_(λ=0.10)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 47.2 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 6/7 passed (85.7%) Solver: 6/7 passed (85.7%) Combined: 12/14 passed (85.7%) ============================================================ Testing: Yukawa (λ=10.00 RS) [quantum] ============================================================ Initialized: Yukawa (λ=10.00 RS) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✓ PPN Parameters: PASS ✓ COW Interferometry: PASS (Predicted: 2.7 radians) ✓ Gravitational Waves: PASS ✓ PSR J0740: PASS Solver-Based Tests: Running particle trajectories for Yukawa (λ=10.00 RS)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__electron_c13f420825922507_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__electron_c13f420825922507_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__neutrino_c13f420825922507_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__neutrino_c13f420825922507_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__photon_c13f420825922507_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__photon_c13f420825922507_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__proton_c13f420825922507_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Yukawa____10_00_RS__proton_c13f420825922507_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✓ photon: cached ✓ proton: cached All particles completed successfully! Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2 ⭐ BEATS SOTA!) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Yukawa_(λ=10.00_RS)/ 📊 Data saved to: runs/predictions/Yukawa_(λ=10.00_RS)/data/ 💻 Code saved to: runs/predictions/Yukawa_(λ=10.00_RS)/code/ 📝 Logs saved to: runs/predictions/Yukawa_(λ=10.00_RS)/logs/ ✓ CMB Power Spectrum: PASS [Quantum-PI] (Predicted: 38 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Quantum-PI] (Predicted: 0.0085 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 6/7 passed (85.7%) Solver: 6/7 passed (85.7%) Combined: 12/14 passed (85.7%) ============================================================ Testing: UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm] ============================================================ Initialized: UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) Analytical Validators: ✓ Mercury Precession: PASS (Predicted: 43 arcsec/century) ✓ Light Deflection: PASS (Predicted: 1.75 arcsec) ✗ Photon Sphere: FAIL ✓ PPN Parameters: PASS ✗ COW Interferometry: FAIL (Predicted: 61.3 radians) ✓ Gravitational Waves: PASS ✗ PSR J0740: FAIL Solver-Based Tests: Running particle trajectories for UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/UGM_____1_0_1_0_1_0_1_0___g_1_00e-01__electron_b997fcf9c9d6c3ed_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/UGM_____1_0_1_0_1_0_1_0___g_1_00e-01__electron_b997fcf9c9d6c3ed_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/UGM_____1_0_1_0_1_0_1_0___g_1_00e-01__neutrino_b997fcf9c9d6c3ed_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/UGM_____1_0_1_0_1_0_1_0___g_1_00e-01__neutrino_b997fcf9c9d6c3ed_steps_1000_metadata.json ✗ photon: error - Singular UGM metric: det=nan Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/UGM_____1_0_1_0_1_0_1_0___g_1_00e-01__proton_b997fcf9c9d6c3ed_steps_1000.pt Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/UGM_____1_0_1_0_1_0_1_0___g_1_00e-01__proton_b997fcf9c9d6c3ed_steps_1000_metadata.json ✓ electron: cached ✓ neutrino: cached ✗ photon: failed ✓ proton: cached Completed 3/4 particles Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000.pt Truncating trajectory from 1001 to 1000 steps Loaded metadata from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Kerr__a_0_00__electron_920eb6ecb7979a32_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [ugm_symmetric_solver_run (cached)] ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: FAIL (Predicted: 0.00117 (g-2)/2, SOTA: 0.00117 (g-2)/2) ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb) Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/UGM_(α=[1.0,1.0,1.0,1.0],_g=1.00e-01)/ 📊 Data saved to: runs/predictions/UGM_(α=[1.0,1.0,1.0,1.0],_g=1.00e-01)/data/ 💻 Code saved to: runs/predictions/UGM_(α=[1.0,1.0,1.0,1.0],_g=1.00e-01)/code/ 📝 Logs saved to: runs/predictions/UGM_(α=[1.0,1.0,1.0,1.0],_g=1.00e-01)/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 32.7 chi²/dof, SOTA: 53.1 chi²/dof ⭐ BEATS SOTA!) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS [Analytical] (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) - Trajectory Cache: SKIP (Performance test, not theory-specific) Analytical: 4/7 passed (57.1%) Solver: 6/7 passed (85.7%) Combined: 10/14 passed (71.4%) ================================================================================ FINAL RANKINGS - ANALYTICAL VALIDATORS ONLY ================================================================================ Rank Theory Category Score Tests Passed -------------------------------------------------------------------------------- 1 Schwarzschild baseline 100.0% 7/7 ← Baseline 2 Kerr (a=0.50) classical 100.0% 7/7 3 Kerr (a=0.50) classical 100.0% 7/7 4 Entropic‑Λσβ emergent 100.0% 7/7 5 Surfaceology‑ε=+0.00 emergent 100.0% 7/7 6 Alena‑Tensor‑γ=+0.00 quantum 100.0% 7/7 ✓ High-performing quantum 7 Asymptotic Safety (Λ_as=1.0e+18 GeV) quantum 100.0% 7/7 ✓ High-performing quantum 8 Einstein Asymmetric (α=0.0e+00) quantum 100.0% 7/7 ✓ High-performing quantum 9 Einstein Teleparallel (τ=0.000) quantum 100.0% 7/7 ✓ High-performing quantum 10 Fractal QG (D=3.000) quantum 100.0% 7/7 ✓ High-performing quantum 11 Gauge Gravity (κ=0.00) quantum 100.0% 7/7 ✓ High-performing quantum 12 Log-Corrected QG (γ=0.000) quantum 100.0% 7/7 ✓ High-performing quantum 13 Non-Commutative Geometry (θ=1.00) quantum 100.0% 7/7 ✓ High-performing quantum 14 Post-Quantum Gravity (γ=1.00e-02) quantum 100.0% 7/7 ✓ High-performing quantum 15 Regularised Core QG (ε=1.0e-04) quantum 100.0% 7/7 ✓ High-performing quantum 16 Stochastic Noise (σ=1.00e-05) quantum 100.0% 7/7 ✓ High-performing quantum 17 String Theory (α'=1.0e-66) quantum 100.0% 7/7 ✓ High-performing quantum 18 Phase Transition QG (T_c=1.0) quantum 85.7% 6/7 ✓ High-performing quantum 19 Quantum Corrected (α=+0.01) quantum 85.7% 6/7 ✓ High-performing quantum 20 Twistor Theory (λ=0.10) quantum 85.7% 6/7 ✓ High-performing quantum 21 Yukawa (λ=10.00 RS) quantum 85.7% 6/7 ✓ High-performing quantum 22 Kerr-Newman (a=0.50, q_e=0.30) base 71.4% 5/7 23 Kerr-Newman (a=0.50, q_e=0.30) base 71.4% 5/7 24 Reissner-Nordström (q_e=0.30) base 71.4% 5/7 25 Newtonian Limit classical 57.1% 4/7 ← Should be lowest 26 Aalto Gauge Gravity (g=1.00) quantum 57.1% 4/7 27 CDT (k₀=2.2, k₄=0.6) quantum 57.1% 4/7 28 Emergent Gravity (η=0.00) quantum 57.1% 4/7 29 Loop Quantum Gravity (γ=0.2375) quantum 57.1% 4/7 30 UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) ugm 57.1% 4/7 31 Spinor-Conformal QG (λ=0.00) quantum 42.9% 3/7 VALIDATOR DETAILS (Analytical): -------------------------------------------------------------------------------- Validators used (all use analytical methods, no trajectory solvers): 1. Mercury Precession - Analytical (weak-field approximation) 2. Light Deflection - Analytical (PPN calculation, γ parameter) 3. Photon Sphere - Analytical (effective potential extremum) 4. PPN Parameters - Analytical (metric expansion, γ and β) 5. COW Interferometry - Analytical (metric gradient calculation) 6. Gravitational Waves - Analytical (post-Newtonian waveforms) 7. PSR J0740 - Analytical (Shapiro time delay) ================================================================================ FINAL RANKINGS - COMBINED (ANALYTICAL + SOLVER-BASED) ================================================================================ Rank Theory Category Analytical (Failed) Solver (Failed) [Type] Combined Solver Complexity Total ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ 1 Post-Quantum Gravity (γ=1.00e-02) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.551s (0.5ms/step) 13/14 ✓ High-performing quantum 2 Regularised Core QG (ε=1.0e-04) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.630s (0.6ms/step) 13/14 ✓ High-performing quantum 3 Surfaceology‑ε=+0.00 emergent 7/7 6/7 ✗g-2[?] 92.9% 0.650s (0.6ms/step) 13/14 4 Einstein Teleparallel (τ=0.000) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.655s (0.6ms/step) 13/14 ✓ High-performing quantum 5 Alena‑Tensor‑γ=+0.00 quantum 7/7 6/7 ✗g-2[?] 92.9% 0.660s (0.6ms/step) 13/14 ✓ High-performing quantum 6 Einstein Asymmetric (α=0.0e+00) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.661s (0.6ms/step) 13/14 ✓ High-performing quantum 7 Entropic‑Λσβ emergent 7/7 6/7 ✗g-2[?] 92.9% 0.663s (0.6ms/step) 13/14 8 String Theory (α'=1.0e-66) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.667s (0.6ms/step) 13/14 ✓ High-performing quantum 9 Fractal QG (D=3.000) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.681s (0.6ms/step) 13/14 ✓ High-performing quantum 10 Gauge Gravity (κ=0.00) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.702s (0.6ms/step) 13/14 ✓ High-performing quantum 11 Log-Corrected QG (γ=0.000) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.729s (0.7ms/step) 13/14 ✓ High-performing quantum 12 Schwarzschild baseline 7/7 6/7 ✗g-2[?] 92.9% 0.731s (0.7ms/step) 13/14 ← Baseline 13 Asymptotic Safety (Λ_as=1.0e+18 GeV) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.774s (0.7ms/step) 13/14 ✓ High-performing quantum 14 Stochastic Noise (σ=1.00e-05) quantum 7/7 6/7 ✗g-2[?] 92.9% 0.852s (0.8ms/step) 13/14 ✓ High-performing quantum 15 Non-Commutative Geometry (θ=1.00) quantum 7/7 6/7 ✗g-2[?] 92.9% 1.015s (0.9ms/step) 13/14 ✓ High-performing quantum 16 Kerr (a=0.50) classical 7/7 6/7 ✗g-2[?] 92.9% 1.129s (1.0ms/step) 13/14 17 Kerr (a=0.50) classical 7/7 6/7 ✗g-2[?] 92.9% 1.137s (1.0ms/step) 13/14 18 Yukawa (λ=10.00 RS) quantum 6/7 ✗Photon 6/7 ✗g-2[?] 85.7% 0.387s (0.7ms/step) 12/14 ✓ High-performing quantum 19 Quantum Corrected (α=+0.01) quantum 6/7 ✗GW 6/7 ✗g-2[?] 85.7% 0.667s (0.6ms/step) 12/14 ✓ High-performing quantum 20 Twistor Theory (λ=0.10) quantum 6/7 ✗GW 6/7 ✗g-2[?] 85.7% 0.741s (0.7ms/step) 12/14 ✓ High-performing quantum 21 Phase Transition QG (T_c=1.0) quantum 6/7 ✗Photon 6/7 ✗g-2[?] 85.7% 0.808s (0.7ms/step) 12/14 ✓ High-performing quantum 22 Reissner-Nordström (q_e=0.30) base 5/7 ✗Photon,PPN 6/7 ✗g-2[?] 78.6% 1.020s (0.9ms/step) 11/14 23 Kerr-Newman (a=0.50, q_e=0.30) base 5/7 ✗Photon,PPN 6/7 ✗g-2[?] 78.6% 1.158s (1.0ms/step) 11/14 24 Kerr-Newman (a=0.50, q_e=0.30) base 5/7 ✗Photon,PPN 6/7 ✗g-2[?] 78.6% 1.238s (1.1ms/step) 11/14 25 Loop Quantum Gravity (γ=0.2375) quantum 4/7 ✗Photon,COW,GW 6/7 ✗g-2[?] 71.4% 1.012s (0.9ms/step) 10/14 ✓ High-performing quantum 26 Emergent Gravity (η=0.00) quantum 4/7 ✗Photon,COW,PSR 6/7 ✗g-2[?] 71.4% 1.523s (1.4ms/step) 10/14 ✓ High-performing quantum 27 CDT (k₀=2.2, k₄=0.6) quantum 4/7 ✗Photon,COW,PSR 6/7 ✗g-2[?] 71.4% 3.305s (3.0ms/step) 10/14 ✓ High-performing quantum 28 UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) ugm 4/7 ✗Photon,COW,PSR 6/7 ✗g-2[?] 71.4% 5.472s (17.3ms/step) 10/14 29 Aalto Gauge Gravity (g=1.00) quantum 4/7 ✗Photon,COW,PSR 5/7 ✗g-2[?] ✗PGW[QPI] 64.3% 0.433s (1.0ms/step) 9/14 30 Spinor-Conformal QG (λ=0.00) quantum 3/7 ✗Mercury,PPN,COW,PSR 6/7 ✗g-2[?] 64.3% 0.704s (0.6ms/step) 9/14 31 Newtonian Limit classical 4/7 ✗Light,Photon,PPN 4/6 ✗g-2[?] ✗SA[?] 61.5% 4.969s (5.0ms/step) 8/13 ← Should be lowest ADDITIONAL TESTS (Solver-Based): -------------------------------------------------------------------------------- Solver-based tests added in combined ranking: 1. Trajectory vs Kerr - 1000-step trajectory integration with loss calculation 2. Circular Orbit Period - USES geodesic RK4 solver (specific orbital test) 3. CMB Power Spectrum - USES quantum path integral (optional) 4. Primordial GWs - USES quantum path integral (optional) 5. Quantum Geodesic Sim - Tests quantum corrections (2-qubit simulation) 6. g-2 Muon - Tests quantum corrections (2-qubit simulation) 7. Scattering Amplitudes - Tests quantum corrections (2-qubit simulation) TRAJECTORY INTEGRATION ANALYSIS (1000 steps): ------------------------------------------------------------ Using cached trajectories (1 theories) Best match to Kerr baseline (lowest MSE loss): Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Using cached trajectories (2 theories) Best match to Kerr baseline (lowest MSE loss): Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Using cached trajectories (3 theories) Best match to Kerr baseline (lowest MSE loss): Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Using cached trajectories (4 theories) Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Using cached trajectories (5 theories) Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (6 theories) Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (7 theories) Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Newtonian Limit : 1.29e-44 Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Using cached trajectories (8 theories) Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Newtonian Limit : 1.29e-44 Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Using cached trajectories (9 theories) Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Newtonian Limit : 1.29e-44 Reissner-Nordström (q_e=0.30) : 6.16e-26 Using cached trajectories (10 theories) Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Newtonian Limit : 1.29e-44 Reissner-Nordström (q_e=0.30) : 6.16e-26 Using cached trajectories (11 theories) Slowest trajectory integration (ms/step): Newtonian Limit [symmetric_charged_solver_run (cached)]: 4.968ms/step Entropic‑Λσβ [quantum_symmetric_solver_run (cached)]: 0.588ms/step Surfaceology‑ε=+0.00 [symmetric_charged_solver_run (cached)]: 0.576ms/step Aalto Gauge Gravity (g=1.00) [quantum_symmetric_solver_run (cached)]: 1.040ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.585ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Newtonian Limit : 1.29e-44 Using cached trajectories (12 theories) Slowest trajectory integration (ms/step): Entropic‑Λσβ [quantum_symmetric_solver_run (cached)]: 0.588ms/step Surfaceology‑ε=+0.00 [symmetric_charged_solver_run (cached)]: 0.576ms/step Aalto Gauge Gravity (g=1.00) [quantum_symmetric_solver_run (cached)]: 1.040ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.585ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.693ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (13 theories) Slowest trajectory integration (ms/step): Surfaceology‑ε=+0.00 [symmetric_charged_solver_run (cached)]: 0.576ms/step Aalto Gauge Gravity (g=1.00) [quantum_symmetric_solver_run (cached)]: 1.040ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.585ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.693ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 3.191ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (14 theories) Slowest trajectory integration (ms/step): Aalto Gauge Gravity (g=1.00) [quantum_symmetric_solver_run (cached)]: 1.040ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.585ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.693ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 3.191ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.587ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (15 theories) Slowest trajectory integration (ms/step): Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.585ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.693ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 3.191ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.587ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.581ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Reissner-Nordström (q_e=0.30) : 6.16e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (16 theories) Slowest trajectory integration (ms/step): Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.693ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 3.191ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.587ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.581ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 1.443ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (17 theories) Slowest trajectory integration (ms/step): CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 3.191ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.587ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.581ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 1.443ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.605ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (18 theories) Slowest trajectory integration (ms/step): Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.587ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.581ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 1.443ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.605ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (19 theories) Slowest trajectory integration (ms/step): Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.581ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 1.443ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.605ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.651ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (20 theories) Slowest trajectory integration (ms/step): Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 1.443ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.605ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.651ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (21 theories) Slowest trajectory integration (ms/step): Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.605ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.651ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (22 theories) Slowest trajectory integration (ms/step): Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.651ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.716ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (23 theories) Slowest trajectory integration (ms/step): Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.651ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.716ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.483ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (24 theories) Slowest trajectory integration (ms/step): Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.716ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.483ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.588ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (25 theories) Slowest trajectory integration (ms/step): Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 0.909ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.716ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.483ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.588ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.554ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (26 theories) Slowest trajectory integration (ms/step): Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.716ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.483ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.588ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.554ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (27 theories) Slowest trajectory integration (ms/step): Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.483ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.588ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.554ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.756ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (28 theories) Slowest trajectory integration (ms/step): Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.588ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.554ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.756ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.591ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (29 theories) Slowest trajectory integration (ms/step): Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.554ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.756ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.591ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.659ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (30 theories) Slowest trajectory integration (ms/step): Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.627ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.756ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.591ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.659ms/step Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.709ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (31 theories) Slowest trajectory integration (ms/step): Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.756ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.591ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.659ms/step Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.709ms/step UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm_symmetric_solver_run (cached)]: 25.696ms/step Best match to Kerr baseline (lowest MSE loss): Schwarzschild : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Asymptotic Safety (Λ_as=1.0e+18 GeV): 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Kerr (a=0.50) : 1.10e-23 NOTE: Trajectory vs Kerr test runs actual 1000-step integration using engine.run_trajectory() CMB and PGW tests do not run trajectory integration, only analytical calculations. LEGEND: ------------------------------------------------------------ Analytical Test Abbreviations: Mercury = Mercury Precession, Light = Light Deflection, Photon = Photon Sphere PPN = PPN Parameters, COW = COW Interferometry, GW = Gravitational Waves, PSR = PSR J0740 Solver Test Abbreviations: TvK = Trajectory vs Kerr, Orb = Circular Orbit, CMB = CMB Power Spectrum PGW = Primordial GWs, QGS = Quantum Geodesic Sim, g-2 = g-2 Muon, SA = Scattering Amplitudes Solver Types: 4D = 4DOF-RK4, 6D = 6DOF-RK4, Q4D = Quantum-4DOF-RK4, Q6D = Quantum-6DOF-RK4 Q2 = Quantum-2qb, QPI = Quantum-PI, An = Analytical SOLVER-BASED TESTS ADDED IN COMBINED RANKING: -------------------------------------------------------------------------------- 1. Trajectory vs Kerr - Full 1000-step trajectory integration with MSE loss - What it tests: Integrates geodesics for 1000 steps and compares to Kerr baseline - Time aspect: Continuous evolution showing how trajectories diverge from GR over time - Why relevant: Direct measurement of theory accuracy against known solution - Provides: Actual ms/step timing and quantitative loss metric 2. Circular Orbit Period (Orb) - Tests specific orbital configuration - What it tests: Integrates circular orbit to compute period - Time aspect: Follows particle for one complete orbit - Why relevant: Tests if theory predicts correct orbital dynamics - Complements: Mercury precession (analytical calculation) 3. CMB Power Spectrum (CMB) - Tests cosmological evolution - What it tests: Evolves perturbations from early universe to CMB formation - Time aspect: Tracks quantum fluctuations evolving over cosmic time (380,000 years) - Why relevant: Tests if theory predictions remain consistent across cosmic epochs - Complements: Instantaneous tests by validating long-term cosmological evolution 4. Primordial Gravitational Waves (PGW) - Tests tensor mode evolution - What it tests: Propagation of gravitational waves from inflation to today - Time aspect: Evolves tensor perturbations through multiple cosmic phases - Why relevant: Detects instabilities that only appear in long-term wave propagation - Complements: GW test (single waveform calculation for current mergers) 5. Quantum Geodesic Simulator (QGS) - Tests quantum trajectory evolution - What it tests: 2-qubit simulation tracking quantum corrections over time - Time aspect: Evolves quantum state through many gate operations - Why relevant: Shows if quantum corrections remain coherent or decohere over time - Complements: Classical tests that assume point particles without quantum effects 6. g-2 Muon - Tests quantum corrections (2-qubit simulation) - What it tests: Tests if theory predictions for the anomalous magnetic moment of the muon are consistent with experimental data. - Time aspect: Simulates quantum corrections over time. - Why relevant: Tests if quantum corrections remain coherent or decohere over time. - Complements: Classical tests that assume point particles without quantum effects. 7. Scattering Amplitudes - Tests quantum corrections (2-qubit simulation) - What it tests: Tests if theory predictions for the scattering of particles are consistent with experimental data. - Time aspect: Simulates quantum corrections over time. - Why relevant: Tests if quantum corrections remain coherent or decohere over time. - Complements: Classical tests that assume point particles without quantum effects. SOLVER COMPLEXITY METRICS: -------------------------------------------------- • Total solver time: Actual computation time spent in solver integration • Time per step: Average time for each integration step (ms) • Why it matters: - Shows computational efficiency of different theories - Reveals which theories scale well for long simulations - Lower time per step = more efficient implementation • Key insight: Complexity differences become significant in production simulations where millions of steps may be needed KEY INSIGHTS: • Analytical tests: Single-point calculations at specific moments (instantaneous measurements) • Solver tests: Evolution over time through multiple steps (accumulated effects) • This temporal difference is crucial because: - Analytical tests check if a theory gives correct values at one instant - Solver tests verify the theory remains consistent and stable over extended evolution - Small errors can accumulate over time, revealing issues invisible to single-point tests • Additional differences: - Analytical tests use approximations (weak-field, post-Newtonian, etc.) - Solver tests validate the full nonlinear dynamics without approximations • High failure rate in solver tests (especially PGW) suggests issues with: - Numerical stability over extended time evolution - Theory implementations breaking down during multi-step integration - Cumulative errors in modified gravity theories ANALYSIS: ------------------------------------------------------------ Rankings changed for 7 theories after adding solver tests. THEORIES THAT BEAT STATE-OF-THE-ART: ------------------------------------------------------------ Aalto Gauge Gravity (g=1.00): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 33.6 chi²/dof (SOTA: 53.1, 36.6% better) Alena‑Tensor‑γ=+0.00: ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Asymptotic Safety (Λ_as=1.0e+18 GeV): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 53 chi²/dof (SOTA: 53.1, 0.1% better) CDT (k₀=2.2, k₄=0.6): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 33.3 chi²/dof (SOTA: 53.1, 37.3% better) Einstein Asymmetric (α=0.0e+00): ⭐ g-2 Muon [solver]: 0.00117 (g-2)/2 (SOTA: 0.00117, 0.0% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Einstein Teleparallel (τ=0.000): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Emergent Gravity (η=0.00): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 44.9 chi²/dof (SOTA: 53.1, 15.4% better) Fractal QG (D=3.000): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Gauge Gravity (κ=0.00): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Kerr-Newman (a=0.50, q_e=0.30): ⭐ CMB Power Spectrum [solver]: 51.1 chi²/dof (SOTA: 53.1, 3.8% better) ⭐ CMB Power Spectrum [solver]: 51.1 chi²/dof (SOTA: 53.1, 3.8% better) Log-Corrected QG (γ=0.000): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Loop Quantum Gravity (γ=0.2375): ⭐ g-2 Muon [solver]: 0.00117 (g-2)/2 (SOTA: 0.00117, 0.0% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 35.9 chi²/dof (SOTA: 53.1, 32.3% better) Non-Commutative Geometry (θ=1.00): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Phase Transition QG (T_c=1.0): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 37.7 chi²/dof (SOTA: 53.1, 29.1% better) Post-Quantum Gravity (γ=1.00e-02): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Quantum Corrected (α=+0.01): ⭐ g-2 Muon [solver]: 0.00117 (g-2)/2 (SOTA: 0.00117, 0.0% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 52.2 chi²/dof (SOTA: 53.1, 1.7% better) Regularised Core QG (ε=1.0e-04): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 40.3 chi²/dof (SOTA: 53.1, 24.2% better) Reissner-Nordström (q_e=0.30): ⭐ CMB Power Spectrum [solver]: 51.1 chi²/dof (SOTA: 53.1, 3.8% better) Spinor-Conformal QG (λ=0.00): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 53 chi²/dof (SOTA: 53.1, 0.2% better) Stochastic Noise (σ=1.00e-05): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 40.1 chi²/dof (SOTA: 53.1, 24.4% better) String Theory (α'=1.0e-66): ⭐ g-2 Muon [solver]: 0.00117 (g-2)/2 (SOTA: 0.00117, 0.0% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Twistor Theory (λ=0.10): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 47.2 chi²/dof (SOTA: 53.1, 11.1% better) UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01): ⭐ CMB Power Spectrum [solver]: 32.7 chi²/dof (SOTA: 53.1, 38.4% better) Yukawa (λ=10.00 RS): ⭐ g-2 Muon [solver]: 0.00117 (g-2)/2 (SOTA: 0.00117, 0.0% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) ⭐ CMB Power Spectrum [solver]: 38 chi²/dof (SOTA: 53.1, 28.4% better) Detailed JSON report saved to: theory_validation_comprehensive_20250807_105728.json HTML report saved to: comprehensive_theory_validation_20250807_105729.html Latest report available at: physics_agent/reports/latest_comprehensive_validation.html Latest report (simple path): /Users/p/dev/albert/physics_agent/latest_run/latest.html