Comprehensive Theory Validation Report

Generated: 2025-08-08 22:59:29

Total Theories

Tested

Analytical Tests

168/246

Passed

Solver Tests

213/258

Passed

Perfect Scores

3/0

Analytical/Combined

⭐ Beat SOTA

Theories (47 tests)

Aalto Gauge Gravity (g=1.00): CMB Power Spectrum, Scattering Amplitudes
Alena‑Tensor‑γ=+0.00: Scattering Amplitudes
Analog Gravity Superfluid: CMB Power Spectrum
Asymptotic Safety (Λ_as=1.0e+18 GeV): CMB Power Spectrum, Scattering Amplitudes
Born-Infeld Gravity: CMB Power Spectrum
CDT (k₀=2.2, k₄=0.6): CMB Power Spectrum, Scattering Amplitudes
Einstein Asymmetric (α=0.0e+00): g-2 Muon, Scattering Amplitudes
Einstein Teleparallel (τ=0.000): Scattering Amplitudes
Emergent Gravity (η=0.00): CMB Power Spectrum, Scattering Amplitudes
Emergent Spacetime from Entanglement: 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): CMB Power Spectrum, g-2 Muon, Scattering Amplitudes
Non-Commutative Geometry (θ=1.00): Scattering Amplitudes
Perfect Fluid: CMB Power Spectrum
Phase Transition QG (T_c=1.0): CMB Power Spectrum, Scattering Amplitudes
Post-Quantum Gravity (γ=1.00e-02): Scattering Amplitudes
Quantum Corrected (α=+0.01): CMB Power Spectrum, g-2 Muon, Scattering Amplitudes
Quantum Gravity with Anomalies: Scattering Amplitudes
Regularised Core QG (ε=1.0e-04): CMB Power Spectrum, Scattering Amplitudes
Spinor-Conformal QG (λ=0.00): CMB Power Spectrum, Scattering Amplitudes
Standard Model in Curved Spacetime: Scattering Amplitudes
Stochastic Noise (σ=1.00e-05): CMB Power Spectrum, Scattering Amplitudes
String Theory (α'=1.0e-66): g-2 Muon, Scattering Amplitudes
Twistor Theory (λ=0.10): CMB Power Spectrum, Scattering Amplitudes
UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01): CMB Power Spectrum
Unruh Effect: Scattering Amplitudes
Yukawa (λ=10.00 RS): CMB Power Spectrum, g-2 Muon, Scattering Amplitudes

Theory Rankings - Combined Score

Rank	Theory	Category	Combined Score	Analytical	Solver	Distance/Divergence (P1/50/99)	Solver Time
1	Kerr (a=0.50)	baseline	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)	1.261s (1.1ms/step)
2	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)	0.681s (0.6ms/step)
3	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)	0.703s (0.6ms/step)
4	Alena‑Tensor‑γ=+0.00 ⭐	quantum	86.7%	7/8	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)	0.673s (0.6ms/step)
5	Asymptotic Safety (Λ_as=1.0e+18 GeV) ⭐	quantum	86.7%	7/8	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)	0.766s (0.7ms/step)
6	Einstein Asymmetric (α=0.0e+00) ⭐	quantum	86.7%	7/8	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)	0.679s (0.6ms/step)
7	Einstein Teleparallel (τ=0.000) ⭐	quantum	86.7%	7/8	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)	0.705s (0.6ms/step)
8	Fractal QG (D=3.000) ⭐	quantum	86.7%	7/8	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)	0.736s (0.7ms/step)
9	Gauge Gravity (κ=0.00) ⭐	quantum	86.7%	7/8	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)	0.709s (0.6ms/step)
10	Log-Corrected QG (γ=0.000) ⭐	quantum	86.7%	7/8	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)	0.773s (0.7ms/step)
11	Non-Commutative Geometry (θ=1.00) ⭐	quantum	86.7%	7/8	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)	1.124s (1.0ms/step)
12	Post-Quantum Gravity (γ=1.00e-02) ⭐	quantum	86.7%	7/8	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)	0.574s (0.5ms/step)
13	Regularised Core QG (ε=1.0e-04) ⭐	quantum	86.7%	7/8	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)	0.698s (0.6ms/step)
14	Stochastic Noise (σ=1.00e-05) ⭐	quantum	86.7%	7/8	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)	0.938s (0.9ms/step)
15	String Theory (α'=1.0e-66) ⭐	quantum	86.7%	7/8	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)
16	ΛCDM Model	classical	81.8%	3/4	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)	0.690s (0.6ms/step)
17	Phase Transition QG (T_c=1.0) ⭐	quantum	80.0%	6/8	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)	0.904s (0.8ms/step)
18	Quantum Corrected (α=+0.01) ⭐	quantum	80.0%	6/8	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)	0.718s (0.7ms/step)
19	Twistor Theory (λ=0.10) ⭐	quantum	80.0%	6/8	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)	0.786s (0.7ms/step)
20	Yukawa (λ=10.00 RS) ⭐	quantum	80.0%	6/8	6/7 (g-2 Muon)	N/A	0.391s (0.7ms/step)
21	Kerr-Newman (a=0.50, q_e=0.30) ⭐	baseline	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)	1.256s (1.1ms/step)
22	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	6.210s (20.3ms/step)
23	Born-Infeld Gravity ⭐	electromagnetism	70.0%	1/3	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 9.9e-37 → 9.6e-30 → 2.4e-28 (avg: 8.4e-29)	0.734s (0.7ms/step)
24	Perfect Fluid ⭐	classical	66.7%	0/2	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)
25	Analog Gravity Superfluid ⭐	fluid_dynamics	66.7%	0/2	6/7 (g-2 Muon)	Distance: 37.8 MDistance in black hole radii (M = GM/c²) / 37.8 M Divergence: 1.9e-49 → 1.1e-45 → 2.9e-44 (avg: 1.0e-44)	0.807s (0.7ms/step)
26	CDT (k₀=2.2, k₄=0.6) ⭐	quantum	66.7%	4/8	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)	1.225s (1.1ms/step)
27	Emergent Gravity (η=0.00) ⭐	quantum	66.7%	4/8	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)	0.809s (0.7ms/step)
28	Loop Quantum Gravity (γ=0.2375) ⭐	quantum	66.7%	4/8	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)	1.097s (1.0ms/step)
29	Hawking Radiation	classical	63.6%	1/4	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)	0.702s (0.6ms/step)
30	Unruh Effect ⭐	quantum	63.6%	1/4	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)
31	Emergent Spacetime from Entanglement ⭐	thermodynamic	63.6%	1/4	6/7 (g-2 Muon)	Distance: 31.2 MDistance in black hole radii (M = GM/c²) / 37.8 M (0.83× shorter) Divergence: 3.4e-32 → 2.8e-25 → 4.5e-24 (avg: 1.6e-24)	0.783s (0.7ms/step)
32	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)	0.535s (0.5ms/step)
33	Aalto Gauge Gravity (g=1.00) ⭐	quantum	60.0%	4/8	5/7 (PGW,g-2 Muon)	N/A	0.460s (1.1ms/step)
34	Spinor-Conformal QG (λ=0.00) ⭐	quantum	60.0%	3/8	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)	0.738s (0.7ms/step)
35	Standard Model in Curved Spacetime ⭐	quantum	50.0%	0/5	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)	0.649s (0.6ms/step)
36	Reissner-Nordström Extended	classical	27.3%	0/4	3/7 (TvK,CO,QGS,g-2 Muon)	N/A	N/A
37	Quantum Gravity with Anomalies ⭐	particle_physics	27.3%	0/4	3/7 (TvK,CO,QGS,g-2 Muon)	N/A	N/A

Detailed Theory Results

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: 0.060s (solver: 0.060s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (solver: 0.018s)

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

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: 0.063s (solver: 0.063s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.032s (solver: 0.021s)

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

Kerr (a=0.50) (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: 0.0006

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: 0.112s (solver: 0.111s)

Steps: 100

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: 0.001s (solver: 0.000s)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.031s (solver: 0.019s)

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

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

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.053s (solver: 0.053s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (solver: 0.019s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

Alena‑Tensor‑γ=+0.00 (quantum)

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.063s (solver: 0.062s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.158s (solver: 0.020s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

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

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (solver: 0.017s)

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

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

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.060s (solver: 0.060s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 40.3 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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (solver: 0.018s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

Einstein Teleparallel (τ=0.000) (quantum)

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.063s (solver: 0.063s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.019s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

Gauge Gravity (κ=0.00) (quantum)

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.063s (solver: 0.062s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.019s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

String Theory (α'=1.0e-66) (quantum)

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.061s (solver: 0.061s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.019s)

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

Fractal QG (D=3.000) (quantum)

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.067s (solver: 0.067s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (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

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

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.070s (solver: 0.070s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (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

Log-Corrected QG (γ=0.000) (quantum)

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.067s (solver: 0.067s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.020s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

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

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.084s (solver: 0.084s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 40.1 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: 0.001s (solver: 0.000s)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (solver: 0.018s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

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

Combined Score: 86.7% (13/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.096s (solver: 0.096s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (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

ΛCDM Model (classical)

Combined Score: 81.8% (9/11 tests passed)

Analytical Tests

CMB Power Spectrum

Status: PASS

Error: 0.00%

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Primordial GWs

Status: PASS

Predicted: 0.01 tensor-to-scalar ratio r

Experimental: 0.032 tensor-to-scalar ratio r

SOTA: 0.01 tensor-to-scalar ratio r

Hubble Parameter

Status: ERROR

PPN Parameters

Status: PASS

Loss: 0.6428

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: 0.062s (solver: 0.062s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.065s (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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 1.020s (solver: 0.017s)

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

Yukawa (λ=10.00 RS) (quantum)

Combined Score: 80.0% (12/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.068s (solver: 0.068s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 38 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.011s (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 Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.019s)

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

Quantum Corrected (α=+0.01) (quantum)

Combined Score: 80.0% (12/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.066s (solver: 0.066s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 52.2 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.010s (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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (solver: 0.019s)

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

Twistor Theory (λ=0.10) (quantum)

Combined Score: 80.0% (12/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.068s (solver: 0.068s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (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

Phase Transition QG (T_c=1.0) (quantum)

Combined Score: 80.0% (12/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.077s (solver: 0.077s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (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

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

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: 0.109s (solver: 0.109s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 51.1 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.011s (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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (solver: 0.017s)

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

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: 0.180s (solver: 0.179s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 32.7 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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.031s (solver: 0.018s)

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

Born-Infeld Gravity (electromagnetism)

Combined Score: 70.0% (7/10 tests passed)

Analytical Tests

Electromagnetic Fields

Status: ERROR

Charged Black Hole

Status: ERROR

Photon Sphere

Status: PASS

Loss: 0.0001

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: symmetric_charged_solver_run (cached)

Loss: 2.5482e-28

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.070s (solver: 0.070s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 52.4 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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.018s)

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

Perfect Fluid (classical)

Combined Score: 66.7% (6/9 tests passed)

Analytical Tests

Relativistic Fluid Dynamics

Status: ERROR

Energy Conditions

Status: ERROR

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: 0.061s (solver: 0.061s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 36.2 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.008s (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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (solver: 0.018s)

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

Analog Gravity Superfluid (fluid_dynamics)

Combined Score: 66.7% (6/9 tests passed)

Analytical Tests

Relativistic Fluid Dynamics

Status: ERROR

Energy Conditions

Status: ERROR

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: symmetric_charged_solver_run (cached)

Loss: 3.1831e-44

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.077s (solver: 0.077s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 40 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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.017s)

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

Emergent Gravity (η=0.00) (quantum)

Combined Score: 66.7% (10/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.070s (solver: 0.069s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 44.9 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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.019s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

Loop Quantum Gravity (γ=0.2375) (quantum)

Combined Score: 66.7% (10/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.094s (solver: 0.094s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 35.9 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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.031s (solver: 0.019s)

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

CDT (k₀=2.2, k₄=0.6) (quantum)

Combined Score: 66.7% (10/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.111s (solver: 0.111s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 33.3 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.014s (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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (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

Unruh Effect (quantum)

Combined Score: 63.6% (7/11 tests passed)

Analytical Tests

Black Hole Thermodynamics

Status: ERROR

Hawking Temperature

Status: FAIL

PPN Parameters

Status: FAIL

Loss: 700.0000

Photon Sphere

Status: PASS

Loss: 0.0001

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: 0.068s (solver: 0.068s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.028s (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

Hawking Radiation (classical)

Combined Score: 63.6% (7/11 tests passed)

Analytical Tests

Black Hole Thermodynamics

Status: ERROR

Hawking Temperature

Status: FAIL

Predicted: 6.17e-08 Kelvin

Experimental: 6.17e-08 Kelvin

PPN Parameters

Status: FAIL

Loss: 700.0000

Photon Sphere

Status: PASS

Loss: 0.0001

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: 0.068s (solver: 0.068s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.029s (solver: 0.018s)

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

Emergent Spacetime from Entanglement (thermodynamic)

Combined Score: 63.6% (7/11 tests passed)

Analytical Tests

Black Hole Thermodynamics

Status: ERROR

Hawking Temperature

Status: FAIL

Predicted: 1.35e+23 Kelvin

Experimental: 6.17e-08 Kelvin

PPN Parameters

Status: FAIL

Loss: 700.0000

Photon Sphere

Status: PASS

Loss: 0.0006

Solver-Based Tests

Trajectory vs Kerr

Status: PASS

Solver: quantum_symmetric_solver_run (cached)

Loss: 4.6911e-24

Using cached trajectory

Steps: 1000

Circular Orbit

Status: PASS

Solver: ConservedQuantityGeodesicSolver

Time: 0.066s (solver: 0.066s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 52.3 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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.031s (solver: 0.020s)

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

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

CMB Power Spectrum

Status: PASS

Solver: Analytical

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.118s (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)

g-2 Muon

Status: FAIL

Predicted: 0

Experimental: 0.0011659206

Scattering Amplitudes

Status: FAIL

Predicted: 0

Experimental: 1.48

Aalto Gauge Gravity (g=1.00) (quantum)

Combined Score: 60.0% (9/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.099s (solver: 0.098s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 33.6 chi²/dof

SOTA: 53.1 chi²/dof

⭐ BEATS SOTA!

Time: 0.017s (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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.031s (solver: 0.019s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

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

Combined Score: 60.0% (9/15 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

Quantum Gravity Effects

Status: ERROR

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: 0.068s (solver: 0.068s)

Steps: 100

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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.032s (solver: 0.021s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

Standard Model in Curved Spacetime (quantum)

Combined Score: 50.0% (6/12 tests passed)

Analytical Tests

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: ERROR

Running Couplings

Status: ERROR

PPN Parameters

Status: FAIL

Loss: 700.0000

Quantum Gravity Effects

Status: ERROR

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: 0.063s (solver: 0.063s)

Steps: 100

CMB Power Spectrum

Status: PASS

Solver: Quantum-PI

Predicted: 53.1 chi²/dof

SOTA: 53.1 chi²/dof

Time: 0.008s (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)

Quantum Geodesic Sim

Status: PASS

Solver: Quantum-2qb

Time: 0.030s (solver: 0.020s)

Steps: 10

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

Reissner-Nordström Extended (classical)

Combined Score: 27.3% (3/11 tests passed)

Analytical Tests

Electromagnetic Fields

Status: ERROR

Charged Black Hole

Status: ERROR

Photon Sphere

Status: FAIL

Loss: 1.0000

Unified Field Effects

Status: ERROR

Solver-Based Tests

Trajectory vs Kerr

Status: FAIL

Solver: Failed

Time: 0.000s (solver: 0.000s)

Circular Orbit

Status: FAIL

Solver: ConservedQuantityGeodesicSolver

Time: 0.000s (solver: 0.000s)

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)

Quantum Geodesic Sim

Status: FAIL

Solver: Failed

Time: 0.001s (solver: 0.000s)

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

Quantum Gravity with Anomalies (particle_physics)

Combined Score: 27.3% (3/11 tests passed)

Analytical Tests

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: ERROR

Running Couplings

Status: ERROR

PPN Parameters

Status: FAIL

Loss: 1000.0000

Solver-Based Tests

Trajectory vs Kerr

Status: FAIL

Solver: Failed

Time: 0.000s (solver: 0.000s)

Circular Orbit

Status: FAIL

Solver: ConservedQuantityGeodesicSolver

Time: 0.000s (solver: 0.000s)

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)

Quantum Geodesic Sim

Status: FAIL

Solver: Failed

Time: 0.000s (solver: 0.000s)

g-2 Muon

Status: ERROR

Scattering Amplitudes

Status: PASS

Predicted: 1.48 nb

Experimental: 1.48 nb

SOTA: 1.48 nb

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 37 theories with both analytical and solver-based tests Running theories sequentially with 4 particles in parallel ============================================================ Testing: ΛCDM Model [cosmology/classical] ============================================================ Initialized: ΛCDM Model Analytical Validators: Loaded 29 CMB data points from dataset loader ✓ CMB Power Spectrum: PASS (Predicted: 53.1 chi²/dof, SOTA: 53.1 chi²/dof) Loaded BICEP/Keck data from dataloader ✓ Primordial GWs: PASS (Predicted: 0.01 tensor-to-scalar ratio r, SOTA: 0.01 tensor-to-scalar ratio r) ✗ Hubble Parameter: ERROR ✓ PPN Parameters: PASS Solver-Based Tests: Running particle trajectories for ΛCDM Model... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/_CDM_Model_electron_9aabc52635abb776_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/_CDM_Model_electron_9aabc52635abb776_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/_CDM_Model_neutrino_9aabc52635abb776_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/_CDM_Model_neutrino_9aabc52635abb776_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/_CDM_Model_photon_9aabc52635abb776_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/_CDM_Model_photon_9aabc52635abb776_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/_CDM_Model_proton_9aabc52635abb776_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/_CDM_Model_proton_9aabc52635abb776_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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) Analytical: 3/4 passed (75.0%) Solver: 6/7 passed (85.7%) Combined: 9/11 passed (81.8%) ============================================================ Testing: Reissner-Nordström Extended [electromagnetism/classical] ============================================================ Initialized: Reissner-Nordström Extended Analytical Validators: ✗ Electromagnetic Fields: ERROR ✗ Charged Black Hole: ERROR ✗ Photon Sphere: FAIL ✗ Unified Field Effects: ERROR Solver-Based Tests: Running particle trajectories for Reissner-Nordström Extended... ✗ electron: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ neutrino: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ photon: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ proton: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ electron: failed ✗ neutrino: failed ✗ photon: failed ✗ proton: failed Completed 0/4 particles ✗ Trajectory vs Kerr: FAIL [Failed] DEBUG: Circular orbit test failed with error: sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ Circular Orbit: FAIL [ConservedQuantityGeodesicSolver] 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) ✗ Quantum Geodesic Sim: FAIL [Failed] ✗ 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) Analytical: 0/4 passed (0.0%) Solver: 3/7 passed (42.9%) Combined: 3/11 passed (27.3%) ============================================================ Testing: Born-Infeld Gravity [electromagnetism/electromagnetism] ============================================================ Initialized: Born-Infeld Gravity Analytical Validators: ✗ Electromagnetic Fields: ERROR ✗ Charged Black Hole: ERROR ✓ Photon Sphere: PASS Solver-Based Tests: Running particle trajectories for Born-Infeld Gravity... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Born-Infeld_Gravity_electron_c004a010b769ca44_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/Born-Infeld_Gravity_electron_c004a010b769ca44_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Born-Infeld_Gravity_neutrino_c004a010b769ca44_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/Born-Infeld_Gravity_neutrino_c004a010b769ca44_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Born-Infeld_Gravity_photon_c004a010b769ca44_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/Born-Infeld_Gravity_photon_c004a010b769ca44_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Born-Infeld_Gravity_proton_c004a010b769ca44_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/Born-Infeld_Gravity_proton_c004a010b769ca44_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 2.55e-28) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Born-Infeld_Gravity/ 📊 Data saved to: runs/predictions/Born-Infeld_Gravity/data/ 💻 Code saved to: runs/predictions/Born-Infeld_Gravity/code/ 📝 Logs saved to: runs/predictions/Born-Infeld_Gravity/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 52.4 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) ✓ 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) Analytical: 1/3 passed (33.3%) Solver: 6/7 passed (85.7%) Combined: 7/10 passed (70.0%) ============================================================ Testing: Perfect Fluid [fluid_dynamics/classical] ============================================================ Initialized: Perfect Fluid Analytical Validators: ✗ Relativistic Fluid Dynamics: ERROR ✗ Energy Conditions: ERROR Solver-Based Tests: Running particle trajectories for Perfect Fluid... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Perfect_Fluid_electron_b9f165865f483a35_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/Perfect_Fluid_electron_b9f165865f483a35_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Perfect_Fluid_neutrino_b9f165865f483a35_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/Perfect_Fluid_neutrino_b9f165865f483a35_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Perfect_Fluid_photon_b9f165865f483a35_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/Perfect_Fluid_photon_b9f165865f483a35_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Perfect_Fluid_proton_b9f165865f483a35_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/Perfect_Fluid_proton_b9f165865f483a35_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Perfect_Fluid/ 📊 Data saved to: runs/predictions/Perfect_Fluid/data/ 💻 Code saved to: runs/predictions/Perfect_Fluid/code/ 📝 Logs saved to: runs/predictions/Perfect_Fluid/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 36.2 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) ✓ 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) Analytical: 0/2 passed (0.0%) Solver: 6/7 passed (85.7%) Combined: 6/9 passed (66.7%) ============================================================ Testing: Analog Gravity Superfluid [fluid_dynamics/fluid_dynamics] ============================================================ Initialized: Analog Gravity Superfluid Analytical Validators: ✗ Relativistic Fluid Dynamics: ERROR ✗ Energy Conditions: ERROR Solver-Based Tests: Running particle trajectories for Analog Gravity Superfluid... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Analog_Gravity_Superfluid_electron_e5db66425e248b1e_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/Analog_Gravity_Superfluid_electron_e5db66425e248b1e_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Analog_Gravity_Superfluid_neutrino_e5db66425e248b1e_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/Analog_Gravity_Superfluid_neutrino_e5db66425e248b1e_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Analog_Gravity_Superfluid_photon_e5db66425e248b1e_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/Analog_Gravity_Superfluid_photon_e5db66425e248b1e_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Analog_Gravity_Superfluid_proton_e5db66425e248b1e_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/Analog_Gravity_Superfluid_proton_e5db66425e248b1e_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 3.18e-44) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Analog_Gravity_Superfluid/ 📊 Data saved to: runs/predictions/Analog_Gravity_Superfluid/data/ 💻 Code saved to: runs/predictions/Analog_Gravity_Superfluid/code/ 📝 Logs saved to: runs/predictions/Analog_Gravity_Superfluid/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 40 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) ✓ 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) Analytical: 0/2 passed (0.0%) Solver: 6/7 passed (85.7%) Combined: 6/9 passed (66.7%) ============================================================ Testing: Kerr (a=0.50) [gravitational/baseline] ============================================================ 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_40f1fd126357a9e7_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_40f1fd126357a9e7_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_40f1fd126357a9e7_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_40f1fd126357a9e7_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_40f1fd126357a9e7_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_40f1fd126357a9e7_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_40f1fd126357a9e7_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_40f1fd126357a9e7_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 1.10e-23) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Kerr-Newman (a=0.50, q_e=0.30) [gravitational/baseline] ============================================================ 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_2cb94dce1d1b0a69_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_2cb94dce1d1b0a69_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_2cb94dce1d1b0a69_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_2cb94dce1d1b0a69_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_2cb94dce1d1b0a69_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_2cb94dce1d1b0a69_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_2cb94dce1d1b0a69_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_2cb94dce1d1b0a69_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.02e-23) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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) Analytical: 5/7 passed (71.4%) Solver: 6/7 passed (85.7%) Combined: 11/14 passed (78.6%) ============================================================ Testing: Newtonian Limit [gravitational/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... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_electron_b080e212656aafcc_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/Newtonian_Limit_electron_b080e212656aafcc_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_neutrino_b080e212656aafcc_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/Newtonian_Limit_neutrino_b080e212656aafcc_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_photon_b080e212656aafcc_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/Newtonian_Limit_photon_b080e212656aafcc_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Newtonian_Limit_proton_b080e212656aafcc_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/Newtonian_Limit_proton_b080e212656aafcc_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 1.29e-44) ✓ Circular Orbit: PASS [NewtonianAnalytical] 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) - Quantum Geodesic Sim: SKIP (Theory does not support quantum corrections) ✗ g-2 Muon: FAIL (Predicted: 0 ) ✗ Scattering Amplitudes: FAIL (Predicted: 0 ) Analytical: 4/7 passed (57.1%) Solver: 4/6 passed (66.7%) Combined: 8/13 passed (61.5%) ============================================================ Testing: Entropic‑Λσβ [gravitational/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_e1fb1d473131e683_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_e1fb1d473131e683_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_e1fb1d473131e683_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_e1fb1d473131e683_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_e1fb1d473131e683_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_e1fb1d473131e683_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_e1fb1d473131e683_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_e1fb1d473131e683_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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) Analytical: 7/7 passed (100.0%) Solver: 6/7 passed (85.7%) Combined: 13/14 passed (92.9%) ============================================================ Testing: Surfaceology‑ε=+0.00 [gravitational/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_c86c035c185f1404_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_c86c035c185f1404_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_c86c035c185f1404_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_c86c035c185f1404_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_c86c035c185f1404_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_c86c035c185f1404_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_c86c035c185f1404_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_c86c035c185f1404_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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) 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) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_4234e605e9d8e73c_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_4234e605e9d8e73c_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_4234e605e9d8e73c_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_4234e605e9d8e73c_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_4234e605e9d8e73c_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_4234e605e9d8e73c_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_4234e605e9d8e73c_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_4234e605e9d8e73c_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 4/8 passed (50.0%) Solver: 5/7 passed (71.4%) Combined: 9/15 passed (60.0%) ============================================================ Testing: Alena‑Tensor‑γ=+0.00 [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_67d7889a152b335d_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_67d7889a152b335d_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_67d7889a152b335d_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_67d7889a152b335d_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_67d7889a152b335d_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_67d7889a152b335d_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_67d7889a152b335d_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_67d7889a152b335d_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Asymptotic Safety (Λ_as=1.0e+18 GeV) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_04746de17e2af1ca_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_04746de17e2af1ca_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_04746de17e2af1ca_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_04746de17e2af1ca_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_04746de17e2af1ca_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_04746de17e2af1ca_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_04746de17e2af1ca_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_04746de17e2af1ca_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: CDT (k₀=2.2, k₄=0.6) [gravitational/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 ✗ Quantum Gravity Effects: ERROR Solver-Based Tests: Running particle trajectories for CDT (k₀=2.2, k₄=0.6)... 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_944490d29d6ae558_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/CDT__k__2_2__k__0_6__electron_944490d29d6ae558_steps_1000_metadata.json 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_944490d29d6ae558_steps_1000.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_944490d29d6ae558_steps_1000_metadata.json 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_944490d29d6ae558_steps_1000.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_944490d29d6ae558_steps_1000_metadata.json 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_944490d29d6ae558_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/CDT__k__2_2__k__0_6__proton_944490d29d6ae558_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.44e-26) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 4/8 passed (50.0%) Solver: 6/7 passed (85.7%) Combined: 10/15 passed (66.7%) ============================================================ Testing: Einstein Asymmetric (α=0.0e+00) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_aee7eca1062a2a5a_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_aee7eca1062a2a5a_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_aee7eca1062a2a5a_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_aee7eca1062a2a5a_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_aee7eca1062a2a5a_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_aee7eca1062a2a5a_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_aee7eca1062a2a5a_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_aee7eca1062a2a5a_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Einstein Teleparallel (τ=0.000) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_3095a5c5b9bc7f46_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_3095a5c5b9bc7f46_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_3095a5c5b9bc7f46_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_3095a5c5b9bc7f46_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_3095a5c5b9bc7f46_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_3095a5c5b9bc7f46_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_3095a5c5b9bc7f46_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_3095a5c5b9bc7f46_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Emergent Gravity (η=0.00) [gravitational/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 ✗ Quantum Gravity Effects: ERROR Solver-Based Tests: Running particle trajectories for Emergent Gravity (η=0.00)... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__electron_0c4378dbf18a34ea_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/Emergent_Gravity____0_00__electron_0c4378dbf18a34ea_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__neutrino_0c4378dbf18a34ea_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/Emergent_Gravity____0_00__neutrino_0c4378dbf18a34ea_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__photon_0c4378dbf18a34ea_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/Emergent_Gravity____0_00__photon_0c4378dbf18a34ea_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Gravity____0_00__proton_0c4378dbf18a34ea_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/Emergent_Gravity____0_00__proton_0c4378dbf18a34ea_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.71e-24) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 4/8 passed (50.0%) Solver: 6/7 passed (85.7%) Combined: 10/15 passed (66.7%) ============================================================ Testing: Fractal QG (D=3.000) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_129f12b4848662ff_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_129f12b4848662ff_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_129f12b4848662ff_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_129f12b4848662ff_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_129f12b4848662ff_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_129f12b4848662ff_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_129f12b4848662ff_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_129f12b4848662ff_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Gauge Gravity (κ=0.00) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_68747a910e3cd0c6_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_68747a910e3cd0c6_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_68747a910e3cd0c6_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_68747a910e3cd0c6_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_68747a910e3cd0c6_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_68747a910e3cd0c6_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_68747a910e3cd0c6_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_68747a910e3cd0c6_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Log-Corrected QG (γ=0.000) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_7c2e5a21d0bf5648_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_7c2e5a21d0bf5648_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_7c2e5a21d0bf5648_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_7c2e5a21d0bf5648_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_7c2e5a21d0bf5648_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_7c2e5a21d0bf5648_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_7c2e5a21d0bf5648_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_7c2e5a21d0bf5648_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Loop Quantum Gravity (γ=0.2375) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_1415806bb60d81be_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_1415806bb60d81be_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_1415806bb60d81be_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_1415806bb60d81be_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_1415806bb60d81be_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_1415806bb60d81be_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_1415806bb60d81be_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_1415806bb60d81be_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 3.69e-24) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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!) Analytical: 4/8 passed (50.0%) Solver: 6/7 passed (85.7%) Combined: 10/15 passed (66.7%) ============================================================ Testing: Non-Commutative Geometry (θ=1.00) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_f0a7bd51f2c6ca7c_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_f0a7bd51f2c6ca7c_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_f0a7bd51f2c6ca7c_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_f0a7bd51f2c6ca7c_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_f0a7bd51f2c6ca7c_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_f0a7bd51f2c6ca7c_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_f0a7bd51f2c6ca7c_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_f0a7bd51f2c6ca7c_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Phase Transition QG (T_c=1.0) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_45fd0b55fb917cdd_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_45fd0b55fb917cdd_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_45fd0b55fb917cdd_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_45fd0b55fb917cdd_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_45fd0b55fb917cdd_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_45fd0b55fb917cdd_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_45fd0b55fb917cdd_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_45fd0b55fb917cdd_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 7.86e-27) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 6/8 passed (75.0%) Solver: 6/7 passed (85.7%) Combined: 12/15 passed (80.0%) ============================================================ Testing: Post-Quantum Gravity (γ=1.00e-02) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_51cab669a20b4c79_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_51cab669a20b4c79_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_51cab669a20b4c79_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_51cab669a20b4c79_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_51cab669a20b4c79_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_51cab669a20b4c79_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_51cab669a20b4c79_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_51cab669a20b4c79_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Quantum Corrected (α=+0.01) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_7299eb153b87a8df_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_7299eb153b87a8df_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_7299eb153b87a8df_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_7299eb153b87a8df_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_7299eb153b87a8df_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_7299eb153b87a8df_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_7299eb153b87a8df_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_7299eb153b87a8df_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.09e-26) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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!) Analytical: 6/8 passed (75.0%) Solver: 6/7 passed (85.7%) Combined: 12/15 passed (80.0%) ============================================================ Testing: Regularised Core QG (ε=1.0e-04) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_6f01c3223cf14d17_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_6f01c3223cf14d17_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_6f01c3223cf14d17_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_6f01c3223cf14d17_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_6f01c3223cf14d17_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_6f01c3223cf14d17_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_6f01c3223cf14d17_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_6f01c3223cf14d17_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 1.16e-40) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Spinor-Conformal QG (λ=0.00) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_6e7166dafb98eb6c_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_6e7166dafb98eb6c_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_6e7166dafb98eb6c_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_6e7166dafb98eb6c_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_6e7166dafb98eb6c_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_6e7166dafb98eb6c_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_6e7166dafb98eb6c_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_6e7166dafb98eb6c_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 7.71e-25) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 3/8 passed (37.5%) Solver: 6/7 passed (85.7%) Combined: 9/15 passed (60.0%) ============================================================ Testing: Stochastic Noise (σ=1.00e-05) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_82b70b923a3a4334_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_82b70b923a3a4334_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_82b70b923a3a4334_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_82b70b923a3a4334_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_82b70b923a3a4334_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_82b70b923a3a4334_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_82b70b923a3a4334_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_82b70b923a3a4334_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: String Theory (α'=1.0e-66) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_14ba4d39bb480e5c_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_14ba4d39bb480e5c_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_14ba4d39bb480e5c_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_14ba4d39bb480e5c_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_14ba4d39bb480e5c_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_14ba4d39bb480e5c_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_14ba4d39bb480e5c_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_14ba4d39bb480e5c_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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!) Analytical: 7/8 passed (87.5%) Solver: 6/7 passed (85.7%) Combined: 13/15 passed (86.7%) ============================================================ Testing: Twistor Theory (λ=0.10) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_d32a1ae7af92f524_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_d32a1ae7af92f524_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_d32a1ae7af92f524_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_d32a1ae7af92f524_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_d32a1ae7af92f524_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_d32a1ae7af92f524_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_d32a1ae7af92f524_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_d32a1ae7af92f524_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.77e-26) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 6/8 passed (75.0%) Solver: 6/7 passed (85.7%) Combined: 12/15 passed (80.0%) ============================================================ Testing: Yukawa (λ=10.00 RS) [gravitational/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 ✗ Quantum Gravity Effects: ERROR 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_dca41d5cb707e5b3_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_dca41d5cb707e5b3_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_dca41d5cb707e5b3_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_dca41d5cb707e5b3_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_dca41d5cb707e5b3_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_dca41d5cb707e5b3_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_dca41d5cb707e5b3_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_dca41d5cb707e5b3_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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!) Analytical: 6/8 passed (75.0%) Solver: 6/7 passed (85.7%) Combined: 12/15 passed (80.0%) ============================================================ Testing: UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [gravitational/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_a2a2fe9cc928b8fa_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_a2a2fe9cc928b8fa_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_a2a2fe9cc928b8fa_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_a2a2fe9cc928b8fa_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_a2a2fe9cc928b8fa_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_a2a2fe9cc928b8fa_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [ugm_symmetric_solver_run (cached)] ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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) Analytical: 4/7 passed (57.1%) Solver: 6/7 passed (85.7%) Combined: 10/14 passed (71.4%) ============================================================ Testing: Quantum Gravity with Anomalies [particle_physics/particle_physics] ============================================================ Initialized: Quantum Gravity with Anomalies Analytical Validators: ✗ g-2 Muon: ERROR ✗ Scattering Amplitudes: ERROR ✗ Running Couplings: ERROR ✗ PPN Parameters: FAIL Solver-Based Tests: Running particle trajectories for Quantum Gravity with Anomalies... ✗ electron: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ neutrino: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ photon: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ proton: error - sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ electron: failed ✗ neutrino: failed ✗ photon: failed ✗ proton: failed Completed 0/4 particles ✗ Trajectory vs Kerr: FAIL [Failed] DEBUG: Circular orbit test failed with error: sqrt(): argument 'input' (position 1) must be Tensor, not float ✗ Circular Orbit: FAIL [ConservedQuantityGeodesicSolver] 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) ✗ Quantum Geodesic Sim: FAIL [Failed] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 0/4 passed (0.0%) Solver: 3/7 passed (42.9%) Combined: 3/11 passed (27.3%) ============================================================ Testing: Standard Model in Curved Spacetime [particle_physics/quantum] ============================================================ Initialized: Standard Model in Curved Spacetime Analytical Validators: ✗ g-2 Muon: ERROR ✗ Scattering Amplitudes: ERROR ✗ Running Couplings: ERROR ✗ PPN Parameters: FAIL ✗ Quantum Gravity Effects: ERROR Solver-Based Tests: Running particle trajectories for Standard Model in Curved Spacetime... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Standard_Model_in_Curved_Spacetime_electron_272c96a178b684c4_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/Standard_Model_in_Curved_Spacetime_electron_272c96a178b684c4_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Standard_Model_in_Curved_Spacetime_neutrino_272c96a178b684c4_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/Standard_Model_in_Curved_Spacetime_neutrino_272c96a178b684c4_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Standard_Model_in_Curved_Spacetime_photon_272c96a178b684c4_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/Standard_Model_in_Curved_Spacetime_photon_272c96a178b684c4_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Standard_Model_in_Curved_Spacetime_proton_272c96a178b684c4_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/Standard_Model_in_Curved_Spacetime_proton_272c96a178b684c4_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 0/5 passed (0.0%) Solver: 6/7 passed (85.7%) Combined: 6/12 passed (50.0%) ============================================================ Testing: Hawking Radiation [thermodynamic/classical] ============================================================ Initialized: Hawking Radiation Analytical Validators: ✗ Black Hole Thermodynamics: ERROR ✗ Hawking Temperature: FAIL (Predicted: 6.17e-08 Kelvin) ✗ PPN Parameters: FAIL ✓ Photon Sphere: PASS Solver-Based Tests: Running particle trajectories for Hawking Radiation... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Hawking_Radiation_electron_7f779f7f79d454b6_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/Hawking_Radiation_electron_7f779f7f79d454b6_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Hawking_Radiation_neutrino_7f779f7f79d454b6_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/Hawking_Radiation_neutrino_7f779f7f79d454b6_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Hawking_Radiation_photon_7f779f7f79d454b6_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/Hawking_Radiation_photon_7f779f7f79d454b6_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Hawking_Radiation_proton_7f779f7f79d454b6_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/Hawking_Radiation_proton_7f779f7f79d454b6_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [symmetric_charged_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ 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) Analytical: 1/4 passed (25.0%) Solver: 6/7 passed (85.7%) Combined: 7/11 passed (63.6%) ============================================================ Testing: Unruh Effect [thermodynamic/quantum] ============================================================ Initialized: Unruh Effect Analytical Validators: ✗ Black Hole Thermodynamics: ERROR ✗ Hawking Temperature: FAIL ✗ PPN Parameters: FAIL ✓ Photon Sphere: PASS Solver-Based Tests: Running particle trajectories for Unruh Effect... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Unruh_Effect_electron_ae52a5b4b003938c_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/Unruh_Effect_electron_ae52a5b4b003938c_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Unruh_Effect_neutrino_ae52a5b4b003938c_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/Unruh_Effect_neutrino_ae52a5b4b003938c_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Unruh_Effect_photon_ae52a5b4b003938c_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/Unruh_Effect_photon_ae52a5b4b003938c_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Unruh_Effect_proton_ae52a5b4b003938c_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/Unruh_Effect_proton_ae52a5b4b003938c_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 5.18e-45) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] 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) ✓ Quantum Geodesic Sim: PASS [Quantum-2qb] ✗ g-2 Muon: ERROR ✓ Scattering Amplitudes: PASS (Predicted: 1.48 nb, SOTA: 1.48 nb ⭐ BEATS SOTA!) Analytical: 1/4 passed (25.0%) Solver: 6/7 passed (85.7%) Combined: 7/11 passed (63.6%) ============================================================ Testing: Emergent Spacetime from Entanglement [thermodynamic/thermodynamic] ============================================================ Initialized: Emergent Spacetime from Entanglement Analytical Validators: ✗ Black Hole Thermodynamics: ERROR ✗ Hawking Temperature: FAIL (Predicted: 1.35e+23 Kelvin) ✗ PPN Parameters: FAIL ✓ Photon Sphere: PASS Solver-Based Tests: Running particle trajectories for Emergent Spacetime from Entanglement... Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Spacetime_from_Entanglement_electron_7cb8c1d64fae3697_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/Emergent_Spacetime_from_Entanglement_electron_7cb8c1d64fae3697_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Spacetime_from_Entanglement_neutrino_7cb8c1d64fae3697_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/Emergent_Spacetime_from_Entanglement_neutrino_7cb8c1d64fae3697_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Spacetime_from_Entanglement_photon_7cb8c1d64fae3697_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/Emergent_Spacetime_from_Entanglement_photon_7cb8c1d64fae3697_steps_1000_metadata.json Loading cached trajectory from: /Users/p/dev/albert/physics_agent/cache/trajectories/1.0.0/Primordial_Mini_Black_Hole/Emergent_Spacetime_from_Entanglement_proton_7cb8c1d64fae3697_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/Emergent_Spacetime_from_Entanglement_proton_7cb8c1d64fae3697_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_cccf714f31c7a8ef_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_cccf714f31c7a8ef_steps_1000_metadata.json ✓ Trajectory vs Kerr: PASS [quantum_symmetric_solver_run (cached)] (Loss: 4.69e-24) ✓ Circular Orbit: PASS [ConservedQuantityGeodesicSolver] Loaded 29 CMB data points from dataset loader ✅ PREDICTION IMPROVEMENT LOGGED: runs/predictions/Emergent_Spacetime_from_Entanglement/ 📊 Data saved to: runs/predictions/Emergent_Spacetime_from_Entanglement/data/ 💻 Code saved to: runs/predictions/Emergent_Spacetime_from_Entanglement/code/ 📝 Logs saved to: runs/predictions/Emergent_Spacetime_from_Entanglement/logs/ ✓ CMB Power Spectrum: PASS [Analytical] (Predicted: 52.3 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) ✓ 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) Analytical: 1/4 passed (25.0%) Solver: 6/7 passed (85.7%) Combined: 7/11 passed (63.6%) ================================================================================ FINAL RANKINGS - ANALYTICAL VALIDATORS ONLY ================================================================================ Rank Theory Category Score Tests Passed -------------------------------------------------------------------------------- 1 Kerr (a=0.50) baseline 100.0% 7/7 2 Entropic‑Λσβ emergent 100.0% 7/7 3 Surfaceology‑ε=+0.00 emergent 100.0% 7/7 4 Alena‑Tensor‑γ=+0.00 quantum 87.5% 7/8 ✓ High-performing quantum 5 Asymptotic Safety (Λ_as=1.0e+18 GeV) quantum 87.5% 7/8 ✓ High-performing quantum 6 Einstein Asymmetric (α=0.0e+00) quantum 87.5% 7/8 ✓ High-performing quantum 7 Einstein Teleparallel (τ=0.000) quantum 87.5% 7/8 ✓ High-performing quantum 8 Fractal QG (D=3.000) quantum 87.5% 7/8 ✓ High-performing quantum 9 Gauge Gravity (κ=0.00) quantum 87.5% 7/8 ✓ High-performing quantum 10 Log-Corrected QG (γ=0.000) quantum 87.5% 7/8 ✓ High-performing quantum 11 Non-Commutative Geometry (θ=1.00) quantum 87.5% 7/8 ✓ High-performing quantum 12 Post-Quantum Gravity (γ=1.00e-02) quantum 87.5% 7/8 ✓ High-performing quantum 13 Regularised Core QG (ε=1.0e-04) quantum 87.5% 7/8 ✓ High-performing quantum 14 Stochastic Noise (σ=1.00e-05) quantum 87.5% 7/8 ✓ High-performing quantum 15 String Theory (α'=1.0e-66) quantum 87.5% 7/8 ✓ High-performing quantum 16 ΛCDM Model classical 75.0% 3/4 17 Phase Transition QG (T_c=1.0) quantum 75.0% 6/8 ✓ High-performing quantum 18 Quantum Corrected (α=+0.01) quantum 75.0% 6/8 ✓ High-performing quantum 19 Twistor Theory (λ=0.10) quantum 75.0% 6/8 ✓ High-performing quantum 20 Yukawa (λ=10.00 RS) quantum 75.0% 6/8 ✓ High-performing quantum 21 Kerr-Newman (a=0.50, q_e=0.30) baseline 71.4% 5/7 22 Newtonian Limit classical 57.1% 4/7 ← Should be lowest 23 UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) ugm 57.1% 4/7 24 Aalto Gauge Gravity (g=1.00) quantum 50.0% 4/8 25 CDT (k₀=2.2, k₄=0.6) quantum 50.0% 4/8 26 Emergent Gravity (η=0.00) quantum 50.0% 4/8 27 Loop Quantum Gravity (γ=0.2375) quantum 50.0% 4/8 28 Spinor-Conformal QG (λ=0.00) quantum 37.5% 3/8 29 Born-Infeld Gravity electromagnetism 33.3% 1/3 30 Hawking Radiation classical 25.0% 1/4 31 Unruh Effect quantum 25.0% 1/4 32 Emergent Spacetime from Entanglement thermodynamic 25.0% 1/4 33 Reissner-Nordström Extended classical 0.0% 0/4 34 Perfect Fluid classical 0.0% 0/2 35 Analog Gravity Superfluid fluid_dynamics 0.0% 0/2 36 Quantum Gravity with Anomalies particle_physics 0.0% 0/4 37 Standard Model in Curved Spacetime quantum 0.0% 0/5 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 Entropic‑Λσβ emergent 7/7 6/7 ✗g-2[?] 92.9% 0.698s (0.6ms/step) 13/14 2 Surfaceology‑ε=+0.00 emergent 7/7 6/7 ✗g-2[?] 92.9% 0.723s (0.7ms/step) 13/14 3 Kerr (a=0.50) baseline 7/7 6/7 ✗g-2[?] 92.9% 1.280s (1.2ms/step) 13/14 4 Post-Quantum Gravity (γ=1.00e-02) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.593s (0.5ms/step) 13/15 ✓ High-performing quantum 5 Alena‑Tensor‑γ=+0.00 quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.692s (0.6ms/step) 13/15 ✓ High-performing quantum 6 Einstein Asymmetric (α=0.0e+00) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.696s (0.6ms/step) 13/15 ✓ High-performing quantum 7 Regularised Core QG (ε=1.0e-04) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.716s (0.6ms/step) 13/15 ✓ High-performing quantum 8 Einstein Teleparallel (τ=0.000) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.724s (0.7ms/step) 13/15 ✓ High-performing quantum 9 Gauge Gravity (κ=0.00) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.728s (0.7ms/step) 13/15 ✓ High-performing quantum 10 String Theory (α'=1.0e-66) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.735s (0.7ms/step) 13/15 ✓ High-performing quantum 11 Fractal QG (D=3.000) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.753s (0.7ms/step) 13/15 ✓ High-performing quantum 12 Asymptotic Safety (Λ_as=1.0e+18 GeV) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.784s (0.7ms/step) 13/15 ✓ High-performing quantum 13 Log-Corrected QG (γ=0.000) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.793s (0.7ms/step) 13/15 ✓ High-performing quantum 14 Stochastic Noise (σ=1.00e-05) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 0.956s (0.9ms/step) 13/15 ✓ High-performing quantum 15 Non-Commutative Geometry (θ=1.00) quantum 7/8 ✗Quantum Gravity Effects 6/7 ✗g-2[?] 86.7% 1.141s (1.0ms/step) 13/15 ✓ High-performing quantum 16 ΛCDM Model classical 3/4 ✗Hubble Parameter 6/7 ✗g-2[?] 81.8% 0.708s (0.6ms/step) 9/11 17 Yukawa (λ=10.00 RS) quantum 6/8 ✗Photon,Quantum Gravity Effects 6/7 ✗g-2[?] 80.0% 0.410s (0.8ms/step) 12/15 ✓ High-performing quantum 18 Quantum Corrected (α=+0.01) quantum 6/8 ✗GW,Quantum Gravity Effects 6/7 ✗g-2[?] 80.0% 0.736s (0.7ms/step) 12/15 ✓ High-performing quantum 19 Twistor Theory (λ=0.10) quantum 6/8 ✗GW,Quantum Gravity Effects 6/7 ✗g-2[?] 80.0% 0.803s (0.7ms/step) 12/15 ✓ High-performing quantum 20 Phase Transition QG (T_c=1.0) quantum 6/8 ✗Photon,Quantum Gravity Effects 6/7 ✗g-2[?] 80.0% 0.921s (0.8ms/step) 12/15 ✓ High-performing quantum 21 Kerr-Newman (a=0.50, q_e=0.30) baseline 5/7 ✗Photon,PPN 6/7 ✗g-2[?] 78.6% 1.273s (1.1ms/step) 11/14 22 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% 6.228s (19.7ms/step) 10/14 23 Born-Infeld Gravity electromagnetism 1/3 ✗Electromagnetic Fields,Charged Black Hole 6/7 ✗g-2[?] 70.0% 0.753s (0.7ms/step) 7/10 24 Perfect Fluid classical 0/2 ✗Relativistic Fluid Dynamics,Energy Conditions 6/7 ✗g-2[?] 66.7% 0.703s (0.6ms/step) 6/9 25 Analog Gravity Superfluid fluid_dynamics 0/2 ✗Relativistic Fluid Dynamics,Energy Conditions 6/7 ✗g-2[?] 66.7% 0.824s (0.7ms/step) 6/9 26 Emergent Gravity (η=0.00) quantum 4/8 ✗Photon,COW,PSR,Quantum Gravity Effects 6/7 ✗g-2[?] 66.7% 0.828s (0.7ms/step) 10/15 27 Loop Quantum Gravity (γ=0.2375) quantum 4/8 ✗Photon,COW,GW,Quantum Gravity Effects 6/7 ✗g-2[?] 66.7% 1.116s (1.0ms/step) 10/15 28 CDT (k₀=2.2, k₄=0.6) quantum 4/8 ✗Photon,COW,PSR,Quantum Gravity Effects 6/7 ✗g-2[?] 66.7% 1.242s (1.1ms/step) 10/15 29 Unruh Effect quantum 1/4 ✗Black Hole Thermodynamics,Hawking Temperature,PPN 6/7 ✗g-2[?] 63.6% 0.703s (0.6ms/step) 7/11 30 Hawking Radiation classical 1/4 ✗Black Hole Thermodynamics,Hawking Temperature,PPN 6/7 ✗g-2[?] 63.6% 0.721s (0.6ms/step) 7/11 31 Emergent Spacetime from Entanglement thermodynamic 1/4 ✗Black Hole Thermodynamics,Hawking Temperature,PPN 6/7 ✗g-2[?] 63.6% 0.804s (0.7ms/step) 7/11 32 Newtonian Limit classical 4/7 ✗Light,Photon,PPN 4/6 ✗g-2[?] ✗SA[?] 61.5% 0.535s (0.5ms/step) 8/13 ← Should be lowest 33 Aalto Gauge Gravity (g=1.00) quantum 4/8 ✗Photon,COW,PSR,Quantum Gravity Effects 5/7 ✗PGW[QPI] ✗g-2[?] 60.0% 0.479s (1.1ms/step) 9/15 34 Spinor-Conformal QG (λ=0.00) quantum 3/8 ✗Mercury,PPN,COW,PSR,Quantum Gravity Effects 6/7 ✗g-2[?] 60.0% 0.759s (0.7ms/step) 9/15 35 Standard Model in Curved Spacetime quantum 0/5 ✗g-2 Muon,Scattering Amplitudes,Running Couplings,PPN,Quantum Gravity Effects 6/7 ✗g-2[?] 50.0% 0.668s (0.6ms/step) 6/12 36 Reissner-Nordström Extended classical 0/4 ✗Electromagnetic Fields,Charged Black Hole,Photon,Unified Field Effects 3/7 ✗TvK[Failed] ✗Orb[ConservedQuantityGeodesicSolver] ✗QGS[Failed] ✗g-2[?] 27.3% 0.000s 3/11 37 Quantum Gravity with Anomalies particle_physics 0/4 ✗g-2 Muon,Scattering Amplitudes,Running Couplings,PPN 3/7 ✗TvK[Failed] ✗Orb[ConservedQuantityGeodesicSolver] ✗QGS[Failed] ✗g-2[?] 27.3% 0.000s 3/11 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): ΛCDM Model : 5.18e-45 Using cached trajectories (1 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Using cached trajectories (2 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Born-Infeld Gravity : 2.55e-28 Using cached trajectories (3 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Born-Infeld Gravity : 2.55e-28 Using cached trajectories (4 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 Using cached trajectories (5 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (6 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Using cached trajectories (7 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Newtonian Limit : 1.29e-44 Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 Using cached trajectories (8 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Newtonian Limit : 1.29e-44 Analog Gravity Superfluid : 3.18e-44 Using cached trajectories (9 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Newtonian Limit : 1.29e-44 Using cached trajectories (10 theories) Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Newtonian Limit : 1.29e-44 Using cached trajectories (11 theories) Slowest trajectory integration (ms/step): Newtonian Limit [symmetric_charged_solver_run (cached)]: 0.534ms/step Entropic‑Λσβ [quantum_symmetric_solver_run (cached)]: 0.621ms/step Surfaceology‑ε=+0.00 [symmetric_charged_solver_run (cached)]: 0.640ms/step Aalto Gauge Gravity (g=1.00) [quantum_symmetric_solver_run (cached)]: 1.148ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.610ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Using cached trajectories (12 theories) Slowest trajectory integration (ms/step): Entropic‑Λσβ [quantum_symmetric_solver_run (cached)]: 0.621ms/step Surfaceology‑ε=+0.00 [symmetric_charged_solver_run (cached)]: 0.640ms/step Aalto Gauge Gravity (g=1.00) [quantum_symmetric_solver_run (cached)]: 1.148ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.610ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.696ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Newtonian Limit : 1.29e-44 Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.640ms/step Aalto Gauge Gravity (g=1.00) [quantum_symmetric_solver_run (cached)]: 1.148ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.610ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.696ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 1.114ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 1.148ms/step Alena‑Tensor‑γ=+0.00 [quantum_symmetric_solver_run (cached)]: 0.610ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.696ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 1.114ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.617ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.610ms/step Asymptotic Safety (Λ_as=1.0e+18 GeV) [quantum_symmetric_solver_run (cached)]: 0.696ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 1.114ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.617ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.642ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Analog Gravity Superfluid : 3.18e-44 Born-Infeld Gravity : 2.55e-28 CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.696ms/step CDT (k₀=2.2, k₄=0.6) [quantum_symmetric_solver_run (cached)]: 1.114ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.617ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.642ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 0.740ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Born-Infeld Gravity : 2.55e-28 CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 1.114ms/step Einstein Asymmetric (α=0.0e+00) [quantum_symmetric_solver_run (cached)]: 0.617ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.642ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 0.740ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.669ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Born-Infeld Gravity : 2.55e-28 CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.617ms/step Einstein Teleparallel (τ=0.000) [quantum_symmetric_solver_run (cached)]: 0.642ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 0.740ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.669ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.646ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Born-Infeld Gravity : 2.55e-28 CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.642ms/step Emergent Gravity (η=0.00) [quantum_symmetric_solver_run (cached)]: 0.740ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.669ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.646ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.706ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Born-Infeld Gravity : 2.55e-28 CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.740ms/step Fractal QG (D=3.000) [quantum_symmetric_solver_run (cached)]: 0.669ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.646ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.706ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 1.003ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.669ms/step Gauge Gravity (κ=0.00) [quantum_symmetric_solver_run (cached)]: 0.646ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.706ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 1.003ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 1.029ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.646ms/step Log-Corrected QG (γ=0.000) [quantum_symmetric_solver_run (cached)]: 0.706ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 1.003ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 1.029ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.827ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.706ms/step Loop Quantum Gravity (γ=0.2375) [quantum_symmetric_solver_run (cached)]: 1.003ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 1.029ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.827ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.521ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 1.003ms/step Non-Commutative Geometry (θ=1.00) [quantum_symmetric_solver_run (cached)]: 1.029ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.827ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.521ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.652ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 1.029ms/step Phase Transition QG (T_c=1.0) [quantum_symmetric_solver_run (cached)]: 0.827ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.521ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.652ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.637ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): CDT (k₀=2.2, k₄=0.6) : 1.44e-26 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.827ms/step Post-Quantum Gravity (γ=1.00e-02) [quantum_symmetric_solver_run (cached)]: 0.521ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.652ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.637ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.671ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.521ms/step Quantum Corrected (α=+0.01) [quantum_symmetric_solver_run (cached)]: 0.652ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.637ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.671ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.854ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.652ms/step Regularised Core QG (ε=1.0e-04) [quantum_symmetric_solver_run (cached)]: 0.637ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.671ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.854ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.655ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.637ms/step Spinor-Conformal QG (λ=0.00) [quantum_symmetric_solver_run (cached)]: 0.671ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.854ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.655ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.718ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.671ms/step Stochastic Noise (σ=1.00e-05) [quantum_symmetric_solver_run (cached)]: 0.854ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.655ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.718ms/step Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.747ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.854ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.655ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.718ms/step Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.747ms/step UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm_symmetric_solver_run (cached)]: 29.273ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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)]: 0.854ms/step String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.655ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.718ms/step Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.747ms/step UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm_symmetric_solver_run (cached)]: 29.273ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (32 theories) Slowest trajectory integration (ms/step): String Theory (α'=1.0e-66) [quantum_symmetric_solver_run (cached)]: 0.655ms/step Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.718ms/step Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.747ms/step UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm_symmetric_solver_run (cached)]: 29.273ms/step Standard Model in Curved Spacetime [quantum_symmetric_solver_run (cached)]: 0.586ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (33 theories) Slowest trajectory integration (ms/step): Twistor Theory (λ=0.10) [quantum_symmetric_solver_run (cached)]: 0.718ms/step Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.747ms/step UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm_symmetric_solver_run (cached)]: 29.273ms/step Standard Model in Curved Spacetime [quantum_symmetric_solver_run (cached)]: 0.586ms/step Hawking Radiation [symmetric_charged_solver_run (cached)]: 0.634ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (34 theories) Slowest trajectory integration (ms/step): Yukawa (λ=10.00 RS) [quantum_symmetric_solver_run (cached)]: 0.747ms/step UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm_symmetric_solver_run (cached)]: 29.273ms/step Standard Model in Curved Spacetime [quantum_symmetric_solver_run (cached)]: 0.586ms/step Hawking Radiation [symmetric_charged_solver_run (cached)]: 0.634ms/step Unruh Effect [quantum_symmetric_solver_run (cached)]: 0.618ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Spinor-Conformal QG (λ=0.00) : 7.71e-25 Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-23 Kerr (a=0.50) : 1.10e-23 Using cached trajectories (35 theories) Slowest trajectory integration (ms/step): UGM (α=[1.0,1.0,1.0,1.0], g=1.00e-01) [ugm_symmetric_solver_run (cached)]: 29.273ms/step Standard Model in Curved Spacetime [quantum_symmetric_solver_run (cached)]: 0.586ms/step Hawking Radiation [symmetric_charged_solver_run (cached)]: 0.634ms/step Unruh Effect [quantum_symmetric_solver_run (cached)]: 0.618ms/step Emergent Spacetime from Entanglement [quantum_symmetric_solver_run (cached)]: 0.717ms/step Best match to Kerr baseline (lowest MSE loss): ΛCDM Model : 5.18e-45 Perfect Fluid : 5.18e-45 Entropic‑Λσβ : 5.18e-45 Surfaceology‑ε=+0.00 : 5.18e-45 Alena‑Tensor‑γ=+0.00 : 5.18e-45 Worst match to Kerr baseline (highest MSE loss): Loop Quantum Gravity (γ=0.2375): 3.69e-24 Emergent Spacetime from Entanglement: 4.69e-24 Emergent Gravity (η=0.00) : 5.71e-24 Kerr-Newman (a=0.50, q_e=0.30): 1.02e-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 16 theories after adding solver tests. THEORIES THAT BEAT STATE-OF-THE-ART: ------------------------------------------------------------ Aalto Gauge Gravity (g=1.00): ⭐ CMB Power Spectrum [solver]: 33.6 chi²/dof (SOTA: 53.1, 36.6% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Alena‑Tensor‑γ=+0.00: ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Analog Gravity Superfluid: ⭐ CMB Power Spectrum [solver]: 40 chi²/dof (SOTA: 53.1, 24.6% better) Asymptotic Safety (Λ_as=1.0e+18 GeV): ⭐ CMB Power Spectrum [solver]: 53 chi²/dof (SOTA: 53.1, 0.1% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Born-Infeld Gravity: ⭐ CMB Power Spectrum [solver]: 52.4 chi²/dof (SOTA: 53.1, 1.3% better) CDT (k₀=2.2, k₄=0.6): ⭐ CMB Power Spectrum [solver]: 33.3 chi²/dof (SOTA: 53.1, 37.3% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) 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): ⭐ CMB Power Spectrum [solver]: 44.9 chi²/dof (SOTA: 53.1, 15.4% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Emergent Spacetime from Entanglement: ⭐ CMB Power Spectrum [solver]: 52.3 chi²/dof (SOTA: 53.1, 1.5% 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) Log-Corrected QG (γ=0.000): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Loop Quantum Gravity (γ=0.2375): ⭐ CMB Power Spectrum [solver]: 35.9 chi²/dof (SOTA: 53.1, 32.3% better) ⭐ 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) Non-Commutative Geometry (θ=1.00): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Perfect Fluid: ⭐ CMB Power Spectrum [solver]: 36.2 chi²/dof (SOTA: 53.1, 31.8% better) Phase Transition QG (T_c=1.0): ⭐ CMB Power Spectrum [solver]: 37.7 chi²/dof (SOTA: 53.1, 29.1% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Post-Quantum Gravity (γ=1.00e-02): ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Quantum Corrected (α=+0.01): ⭐ CMB Power Spectrum [solver]: 52.2 chi²/dof (SOTA: 53.1, 1.7% better) ⭐ 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) Quantum Gravity with Anomalies: ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Regularised Core QG (ε=1.0e-04): ⭐ CMB Power Spectrum [solver]: 40.3 chi²/dof (SOTA: 53.1, 24.2% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Spinor-Conformal QG (λ=0.00): ⭐ CMB Power Spectrum [solver]: 53 chi²/dof (SOTA: 53.1, 0.2% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Standard Model in Curved Spacetime: ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Stochastic Noise (σ=1.00e-05): ⭐ CMB Power Spectrum [solver]: 40.1 chi²/dof (SOTA: 53.1, 24.4% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) 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): ⭐ CMB Power Spectrum [solver]: 47.2 chi²/dof (SOTA: 53.1, 11.1% better) ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) 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) Unruh Effect: ⭐ Scattering Amplitudes [solver]: 1.48 nb (SOTA/SM: 1.48) Yukawa (λ=10.00 RS): ⭐ CMB Power Spectrum [solver]: 38 chi²/dof (SOTA: 53.1, 28.4% better) ⭐ 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) Detailed JSON report saved to: theory_validation_comprehensive_20250808_225927.json HTML report saved to: comprehensive_theory_validation_20250808_225928.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