MODEL C MATHEMATICAL EVIDENCE REPORTER — v5.2 - 2026/07/20

MODEL C MATHEMATICAL EVIDENCE REPORTER — v5.2 - 2026/07/20 ================================================================================ PHASE V: FULL NUMERICAL EQUATIONS & 4-GRADIENT ENGINE ================================================================================ FULLY EVALUATED NUMERICAL EQUATIONS: Ψ_B = 0.5*I2 + 0.5*I1^2 + 0.025*I1^4 + 0.005*||P||^2 dΨ/dPxx = I1 + 0.1*I1^3 + 1.01*Pxx dΨ/dPxy = 1.01*Pxy dΨ/dPyx = 1.01*Pyx dΨ/dPyy = I1 + 0.1*I1^3 + 1.01*Pyy Hessian Eigenvalues: {1.01, 1.01, 1.01, 3.01 + 0.6*I1^2} CONTROLS: • EXECUTE 4-GRADIENT ENGINE — Runs diagnostics, saves JSON/CSV/ZIP • EVALUATE SAMPLE PDEs — Tests evolution equations with torque term • RUN GRADIENT DIAGNOSTICS — Validates symbolic vs FD gradients • RUN STABILITY SWEEP — Parameter sensitivity mapping (FIXED) ================================================================================ EXECUTE 4-GRADIENT ENGINE (SAVE & BACKUP)EVALUATE SAMPLE PDEsRUN GRADIENT DIAGNOSTICSRUN STABILITY SWEEP ================================================================================ INITIATING 4 GRADIENT ENGINE: DIAGNOSTICS & PRESERVATION ================================================================================ ============================================================ 4-GRADIENT DIAGNOSTIC GATE ============================================================ ✓ Pxx=1.000, Pxy=0.000, Pyx=0.000, Pyy=1.000 | L2=3.3717e-09 ✓ Pxx=1.248, Pxy=-0.069, Pyx=0.324, Pyy=1.762 | L2=4.8982e-08 ✓ Pxx=0.883, Pxy=-0.117, Pyx=0.790, Pyy=1.384 | L2=3.8641e-08 ✓ Pxx=0.765, Pxy=0.271, Pyx=-0.232, Pyy=0.767 | L2=8.2007e-09 ✓ Pxx=1.121, Pxy=-0.957, Pyx=-0.862, Pyy=0.719 | L2=1.8922e-08 ------------------------------------------------------------ Samples Analyzed: 5 Max L2 Error: 4.8982e-08 (Threshold: 1e-06) Max Inf Error: 3.6563e-08 STATUS: PASSED ✓ ============================================================ ================================================================================ PRESERVATION PROTOCOL STATUS REPORT ================================================================================ ✓ Colab workspace saved: True ✓ Google Drive backup saved: True ✓ Download package created: True -------------------------------------------------------------------------------- STAGING DIRECTORY: /content/output_20260720_174858 GOOGLE DRIVE PATH: /content/drive/MyDrive/FRCMpD_NumericalEval/output_20260720_174858 MASTER ZIP PATH: /content/FRCMpD_NumericalEval_20260720_174858.zip FILE COUNT: 3 ARCHIVE SIZE: 2071 bytes STATUS: SUCCESS ONLY IF ALL BACKUPS EXIST ================================================================================ EXECUTE 4-GRADIENT ENGINE (SAVE & BACKUP)EVALUATE SAMPLE PDEsRUN GRADIENT DIAGNOSTICSRUN STABILITY SWEEP --- SAMPLE PDE EVALUATION --- dUxx/dt = -1.1020 dUxy/dt = -0.2985 dUyx/dt = -0.1385 (Torque included) dUyy/dt = -0.7870 Hessian Eigenvalues: [1.01 1.01 1.01 5.41] Slip Op A (Hard Clip): 4.0000 Slip Op B (Smooth): 4.4040 EXECUTE 4-GRADIENT ENGINE (SAVE & BACKUP)EVALUATE SAMPLE PDEsRUN GRADIENT DIAGNOSTICSRUN STABILITY SWEEP ============================================================ 4-GRADIENT DIAGNOSTIC GATE ============================================================ ✓ Pxx=1.000, Pxy=0.000, Pyx=0.000, Pyy=1.000 | L2=3.3717e-09 ✓ Pxx=1.248, Pxy=-0.069, Pyx=0.324, Pyy=1.762 | L2=4.8982e-08 ✓ Pxx=0.883, Pxy=-0.117, Pyx=0.790, Pyy=1.384 | L2=3.8641e-08 ✓ Pxx=0.765, Pxy=0.271, Pyx=-0.232, Pyy=0.767 | L2=8.2007e-09 ✓ Pxx=1.121, Pxy=-0.957, Pyx=-0.862, Pyy=0.719 | L2=1.8922e-08 ------------------------------------------------------------ Samples Analyzed: 5 Max L2 Error: 4.8982e-08 (Threshold: 1e-06) Max Inf Error: 3.6563e-08 STATUS: PASSED ✓ ============================================================ EXECUTE 4-GRADIENT ENGINE (SAVE & BACKUP)EVALUATE SAMPLE PDEsRUN GRADIENT DIAGNOSTICSRUN STABILITY SWEEP ================================================================================ STABILITY SWEEP — PARAMETER SENSITIVITY MAPPING ================================================================================ Parameters: ['kappa', 'MU_SLIP'] Total configurations: 36 Steps per config: 5 ================================================================================ Testing {'kappa': 0.01, 'MU_SLIP': 0.01}... ✓ STABLE (max_update=0.1976, κ=0.01, μ_slip=0.01) Testing {'kappa': 0.01, 'MU_SLIP': 0.05}... ✓ STABLE (max_update=0.1978, κ=0.01, μ_slip=0.05) Testing {'kappa': 0.01, 'MU_SLIP': 0.1}... ✓ STABLE (max_update=0.1981, κ=0.01, μ_slip=0.10) Testing {'kappa': 0.01, 'MU_SLIP': 0.3}... ✓ STABLE (max_update=0.1991, κ=0.01, μ_slip=0.30) Testing {'kappa': 0.01, 'MU_SLIP': 0.5}... ✓ STABLE (max_update=0.2001, κ=0.01, μ_slip=0.50) Testing {'kappa': 0.01, 'MU_SLIP': 1.0}... ✓ STABLE (max_update=0.2026, κ=0.01, μ_slip=1.00) Testing {'kappa': 0.05, 'MU_SLIP': 0.01}... ✓ STABLE (max_update=0.1976, κ=0.05, μ_slip=0.01) Testing {'kappa': 0.05, 'MU_SLIP': 0.05}... ✓ STABLE (max_update=0.1978, κ=0.05, μ_slip=0.05) Testing {'kappa': 0.05, 'MU_SLIP': 0.1}... ✓ STABLE (max_update=0.1981, κ=0.05, μ_slip=0.10) Testing {'kappa': 0.05, 'MU_SLIP': 0.3}... ✓ STABLE (max_update=0.1991, κ=0.05, μ_slip=0.30) Testing {'kappa': 0.05, 'MU_SLIP': 0.5}... ✓ STABLE (max_update=0.2001, κ=0.05, μ_slip=0.50) Testing {'kappa': 0.05, 'MU_SLIP': 1.0}... ✓ STABLE (max_update=0.2026, κ=0.05, μ_slip=1.00) Testing {'kappa': 0.1, 'MU_SLIP': 0.01}... ✓ STABLE (max_update=0.1976, κ=0.10, μ_slip=0.01) Testing {'kappa': 0.1, 'MU_SLIP': 0.05}... ✓ STABLE (max_update=0.1978, κ=0.10, μ_slip=0.05) Testing {'kappa': 0.1, 'MU_SLIP': 0.1}... ✓ STABLE (max_update=0.1981, κ=0.10, μ_slip=0.10) Testing {'kappa': 0.1, 'MU_SLIP': 0.3}... ✓ STABLE (max_update=0.1991, κ=0.10, μ_slip=0.30) Testing {'kappa': 0.1, 'MU_SLIP': 0.5}... ✓ STABLE (max_update=0.2001, κ=0.10, μ_slip=0.50) Testing {'kappa': 0.1, 'MU_SLIP': 1.0}... ✓ STABLE (max_update=0.2026, κ=0.10, μ_slip=1.00) Testing {'kappa': 0.3, 'MU_SLIP': 0.01}... ✓ STABLE (max_update=0.1976, κ=0.30, μ_slip=0.01) Testing {'kappa': 0.3, 'MU_SLIP': 0.05}... ✓ STABLE (max_update=0.1978, κ=0.30, μ_slip=0.05) Testing {'kappa': 0.3, 'MU_SLIP': 0.1}... ✓ STABLE (max_update=0.1981, κ=0.30, μ_slip=0.10) Testing {'kappa': 0.3, 'MU_SLIP': 0.3}... ✓ STABLE (max_update=0.1991, κ=0.30, μ_slip=0.30) Testing {'kappa': 0.3, 'MU_SLIP': 0.5}... ✓ STABLE (max_update=0.2001, κ=0.30, μ_slip=0.50) Testing {'kappa': 0.3, 'MU_SLIP': 1.0}... ✓ STABLE (max_update=0.2026, κ=0.30, μ_slip=1.00) Testing {'kappa': 0.5, 'MU_SLIP': 0.01}... ✓ STABLE (max_update=0.1976, κ=0.50, μ_slip=0.01) Testing {'kappa': 0.5, 'MU_SLIP': 0.05}... ✓ STABLE (max_update=0.1978, κ=0.50, μ_slip=0.05) Testing {'kappa': 0.5, 'MU_SLIP': 0.1}... ✓ STABLE (max_update=0.1981, κ=0.50, μ_slip=0.10) Testing {'kappa': 0.5, 'MU_SLIP': 0.3}... ✓ STABLE (max_update=0.1991, κ=0.50, μ_slip=0.30) Testing {'kappa': 0.5, 'MU_SLIP': 0.5}... ✓ STABLE (max_update=0.2001, κ=0.50, μ_slip=0.50) Testing {'kappa': 0.5, 'MU_SLIP': 1.0}... ✓ STABLE (max_update=0.2026, κ=0.50, μ_slip=1.00) Testing {'kappa': 1.0, 'MU_SLIP': 0.01}... ✓ STABLE (max_update=0.1976, κ=1.00, μ_slip=0.01) Testing {'kappa': 1.0, 'MU_SLIP': 0.05}... ✓ STABLE (max_update=0.1978, κ=1.00, μ_slip=0.05) Testing {'kappa': 1.0, 'MU_SLIP': 0.1}... ✓ STABLE (max_update=0.1981, κ=1.00, μ_slip=0.10) Testing {'kappa': 1.0, 'MU_SLIP': 0.3}... ✓ STABLE (max_update=0.1991, κ=1.00, μ_slip=0.30) Testing {'kappa': 1.0, 'MU_SLIP': 0.5}... ✓ STABLE (max_update=0.2001, κ=1.00, μ_slip=0.50) Testing {'kappa': 1.0, 'MU_SLIP': 1.0}... ✓ STABLE (max_update=0.2026, κ=1.00, μ_slip=1.00) ================================================================================ SWEEP SUMMARY ================================================================================ Total configs: 36 Stable configs: 36/36 ⚠️ WARNING: All configurations stable. This may indicate: 1. Parameters are not reaching the solver 2. Timestep is too small 3. Diagnostic is insensitive ================================================================================ 💾 Results saved: stability_sweep_20260720_175043.json ================================================================================ MODEL_B RUNTIME DATA EXPORT FOR YOUR NOTES ================================================================================ ✅ Captured 12 variables { "metadata": { "timestamp": "20260720_174626", "model": "Model B (Regularized)", "stage": "Stage 2", "n_variables_captured": 12, "colab_environment": true }, "variables": { "G_CONSTANT": 6.6743e-11, "H0_CONSTANT": 67.4, "LAMBDA_B": 1.0, "LAMBDA_REG_DEFAULT": 0.01, "evaluate_prototype_psi": "[Executable Element: evaluate_prototype_psi]", "extract_constants_safe": "[Executable Element: extract_constants_safe]", "extract_constants": "[Executable Element: extract_constants]", "DEFAULT_CONSTANTS": { "PI_MAX": 5.9259, "EPS": 1e-15, "BETA": 0.5, "GAMMA": 0.2, "ETA_T": 0.08, "ETA_C": 0.05, "ETA_R": 0.12, "ALPHA": 0.4, "NU": 0.2, "DELTA": 0.15, "KO_SIGMA": 0.045, "M2": 0.1, "H0": 67.4, "C_AXIS": 0.5, "DELTA_C_AXIS": 0.15, "DELTA_PI_MAX": 0.15, "L_DOMAIN": 25.6, "KAPPA": 0.3, "MU_CLUTCH": 0.5, "PI0": 1.05, "BETA_SCALE": 0.3162, "C": 299792458.0 }, "NumericalFailure": "[Executable Element: NumericalFailure]", "FailureDetector": "[Executable Element: FailureDetector]", "save_failure_atlas": "[Executable Element: save_failure_atlas]", "generate_failure_atlas": "[Executable Element: generate_failure_atlas]" }, "python_version": "3.12.13 (main, Mar 4 2026, 09:23:07) [GCC 11.4.0]", "numpy_version": "2.0.2" } ================================================================================ 📋 COPY THE JSON ABOVE AND PASTE INTO YOUR NOTES ================================================================================ 💾 JSON file saved: model_b_export_20260720_174626.json ✅ Download triggered to your local machine ================================================================================ ================================================================================ 🔨 FRCMΠD NUMERICAL FAILURE MAPPING SUITE - CORRECTED FINAL ================================================================================ USING RELATIVE FAILURE DETECTION WITH PERSISTENT STATE MAPPING OPERATOR-INDUCED FAILURES ONLY NO FIXING. NO PATCHING. PURE MAPPING. ================================================================================ WARNING: This will hammer the operator across ALL parameter space. It will run until it breaks, or maps everything. ================================================================================ 🚀 STARTING FAILURE MAPPING... ================================================================================ ================================================================================ 🔨 FRCMΠD NUMERICAL FAILURE ATLAS - CORRECTED FINAL ================================================================================ USING RELATIVE FAILURE DETECTION WITH PERSISTENT STATE MAPPING OPERATOR-INDUCED FAILURES ONLY NO FIXING. NO PATCHING. PURE MAPPING. ================================================================================ ================================================================================ DOMAIN 1: PARAMETER SPACE FAILURE MAP ================================================================================ 🔍 MAPPING: kappa Range: 1.00e-04 → 1.00e+02 Points: 20 ------------------------------------------------------------ 1.0000e-04: ❌ LOSS_OF_POSITIVITY at step 1 2.0691e-04: ❌ LOSS_OF_POSITIVITY at step 1 4.2813e-04: ❌ LOSS_OF_POSITIVITY at step 1 8.8587e-04: ❌ LOSS_OF_POSITIVITY at step 1 1.8330e-03: ❌ LOSS_OF_POSITIVITY at step 1 3.7927e-03: ❌ LOSS_OF_POSITIVITY at step 1 7.8476e-03: ❌ LOSS_OF_POSITIVITY at step 1 1.6238e-02: ❌ LOSS_OF_POSITIVITY at step 1 3.3598e-02: ❌ LOSS_OF_POSITIVITY at step 1 6.9519e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.4384e-01: ❌ LOSS_OF_POSITIVITY at step 1 2.9764e-01: ❌ LOSS_OF_POSITIVITY at step 1 6.1585e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.2743e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.6367e+00: ❌ LOSS_OF_POSITIVITY at step 1 5.4556e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.1288e+01: ❌ LOSS_OF_POSITIVITY at step 1 2.3357e+01: ❌ LOSS_OF_POSITIVITY at step 1 4.8329e+01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+02: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/20 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 20, 'GRADIENT_EXPLOSION': 20, 'NORM_EXPLOSION': 20} 🎯 FINDING BREAKING POINT: kappa ------------------------------------------------------------ Breaking point: 1.0000e-04 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: beta Range: 1.00e-02 → 1.00e+01 Points: 15 ------------------------------------------------------------ 1.0000e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.6379e-02: ❌ LOSS_OF_POSITIVITY at step 1 2.6827e-02: ❌ LOSS_OF_POSITIVITY at step 1 4.3940e-02: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.1788e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e-01: ❌ LOSS_OF_POSITIVITY at step 1 3.1623e-01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e-01: ❌ LOSS_OF_POSITIVITY at step 1 8.4834e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.2758e+00: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e+00: ❌ LOSS_OF_POSITIVITY at step 1 6.1054e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+01: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 15, 'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15} 🎯 FINDING BREAKING POINT: beta ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: gamma Range: 1.00e-02 → 1.00e+01 Points: 15 ------------------------------------------------------------ 1.0000e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.6379e-02: ❌ LOSS_OF_POSITIVITY at step 1 2.6827e-02: ❌ LOSS_OF_POSITIVITY at step 1 4.3940e-02: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.1788e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e-01: ❌ LOSS_OF_POSITIVITY at step 1 3.1623e-01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e-01: ❌ LOSS_OF_POSITIVITY at step 1 8.4834e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.2758e+00: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e+00: ❌ GRADIENT_EXPLOSION at step 1 6.1054e+00: ❌ GRADIENT_EXPLOSION at step 1 1.0000e+01: ❌ GRADIENT_EXPLOSION at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 12, 'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15} 🎯 FINDING BREAKING POINT: gamma ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: alpha Range: 1.00e-02 → 1.00e+02 Points: 20 ------------------------------------------------------------ 1.0000e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.6238e-02: ❌ LOSS_OF_POSITIVITY at step 1 2.6367e-02: ❌ LOSS_OF_POSITIVITY at step 1 4.2813e-02: ❌ LOSS_OF_POSITIVITY at step 1 6.9519e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.1288e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.8330e-01: ❌ LOSS_OF_POSITIVITY at step 1 2.9764e-01: ❌ LOSS_OF_POSITIVITY at step 1 4.8329e-01: ❌ LOSS_OF_POSITIVITY at step 1 7.8476e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.2743e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.0691e+00: ❌ LOSS_OF_POSITIVITY at step 1 3.3598e+00: ❌ LOSS_OF_POSITIVITY at step 1 5.4556e+00: ❌ LOSS_OF_POSITIVITY at step 1 8.8587e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.4384e+01: ❌ LOSS_OF_POSITIVITY at step 1 2.3357e+01: ❌ LOSS_OF_POSITIVITY at step 1 3.7927e+01: ❌ LOSS_OF_POSITIVITY at step 1 6.1585e+01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+02: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/20 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 20, 'GRADIENT_EXPLOSION': 20, 'NORM_EXPLOSION': 20} 🎯 FINDING BREAKING POINT: alpha ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: eps Range: 1.00e-20 → 1.00e-05 Points: 16 ------------------------------------------------------------ 1.0000e-20: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-19: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-18: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-17: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-16: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-15: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-14: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-13: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-12: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-11: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-10: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-09: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-08: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-07: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-06: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-05: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/16 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 16, 'GRADIENT_EXPLOSION': 16, 'NORM_EXPLOSION': 16} 🎯 FINDING BREAKING POINT: eps ------------------------------------------------------------ Breaking point: 1.0000e-20 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: ko_sigma Range: 1.00e-03 → 1.00e+02 Points: 16 ------------------------------------------------------------ 1.0000e-03: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e-03: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e-03: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-02: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e-02: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-01: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e-01: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e+00: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+01: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e+01: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e+01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+02: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/16 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 16, 'GRADIENT_EXPLOSION': 16, 'NORM_EXPLOSION': 16} 🎯 FINDING BREAKING POINT: ko_sigma ------------------------------------------------------------ Breaking point: 1.0000e-03 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: mu_clutch Range: 1.00e-02 → 1.00e+03 Points: 16 ------------------------------------------------------------ 1.0000e-02: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e-02: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e-01: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e-01: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e+00: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+01: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e+01: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e+01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+02: ❌ LOSS_OF_POSITIVITY at step 1 2.1544e+02: ❌ LOSS_OF_POSITIVITY at step 1 4.6416e+02: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+03: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/16 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 16, 'GRADIENT_EXPLOSION': 16, 'NORM_EXPLOSION': 16} 🎯 FINDING BREAKING POINT: mu_clutch ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: h0 Range: 1.00e+00 → 1.00e+04 Points: 15 ------------------------------------------------------------ 1.0000e+00: ❌ LOSS_OF_POSITIVITY at step 2 1.9307e+00: ❌ LOSS_OF_POSITIVITY at step 2 3.7276e+00: ❌ LOSS_OF_POSITIVITY at step 2 7.1969e+00: ❌ LOSS_OF_POSITIVITY at step 2 1.3895e+01: ❌ LOSS_OF_POSITIVITY at step 2 2.6827e+01: ❌ LOSS_OF_POSITIVITY at step 2 5.1795e+01: ❌ GRADIENT_EXPLOSION at step 1 1.0000e+02: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e+02: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e+02: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e+02: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e+03: ❌ LOSS_OF_POSITIVITY at step 1 2.6827e+03: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e+03: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+04: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 14, 'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15} 🎯 FINDING BREAKING POINT: h0 ------------------------------------------------------------ Breaking point: 1.0000e+00 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: nu Range: 1.00e-02 → 1.00e+01 Points: 15 ------------------------------------------------------------ 1.0000e-02: ❌ GRADIENT_EXPLOSION at step 1 1.6379e-02: ❌ GRADIENT_EXPLOSION at step 1 2.6827e-02: ❌ LOSS_OF_POSITIVITY at step 1 4.3940e-02: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.1788e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e-01: ❌ LOSS_OF_POSITIVITY at step 1 3.1623e-01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e-01: ❌ LOSS_OF_POSITIVITY at step 1 8.4834e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.2758e+00: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e+00: ❌ LOSS_OF_POSITIVITY at step 1 6.1054e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+01: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15, 'LOSS_OF_POSITIVITY': 13} 🎯 FINDING BREAKING POINT: nu ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: GRADIENT_EXPLOSION 🔍 MAPPING: delta Range: 1.00e-02 → 1.00e+01 Points: 15 ------------------------------------------------------------ 1.0000e-02: ❌ GRADIENT_EXPLOSION at step 1 1.6379e-02: ❌ GRADIENT_EXPLOSION at step 1 2.6827e-02: ❌ GRADIENT_EXPLOSION at step 1 4.3940e-02: ❌ GRADIENT_EXPLOSION at step 1 7.1969e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.1788e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e-01: ❌ LOSS_OF_POSITIVITY at step 1 3.1623e-01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e-01: ❌ LOSS_OF_POSITIVITY at step 1 8.4834e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.2758e+00: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e+00: ❌ LOSS_OF_POSITIVITY at step 1 6.1054e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+01: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15, 'LOSS_OF_POSITIVITY': 11} 🎯 FINDING BREAKING POINT: delta ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: GRADIENT_EXPLOSION 🔍 MAPPING: pi0 Range: 1.00e-02 → 1.00e+02 Points: 15 ------------------------------------------------------------ 1.0000e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e-02: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e-02: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e-01: ❌ LOSS_OF_POSITIVITY at step 1 2.6827e-01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e+00: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e+00: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e+01: ❌ LOSS_OF_POSITIVITY at step 1 2.6827e+01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e+01: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+02: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 15, 'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15} 🎯 FINDING BREAKING POINT: pi0 ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: LOSS_OF_POSITIVITY 🔍 MAPPING: beta_scale Range: 1.00e-02 → 1.00e+01 Points: 15 ------------------------------------------------------------ 1.0000e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.6379e-02: ❌ LOSS_OF_POSITIVITY at step 1 2.6827e-02: ❌ LOSS_OF_POSITIVITY at step 1 4.3940e-02: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.1788e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e-01: ❌ LOSS_OF_POSITIVITY at step 1 3.1623e-01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e-01: ❌ LOSS_OF_POSITIVITY at step 1 8.4834e-01: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e+00: ❌ LOSS_OF_POSITIVITY at step 1 2.2758e+00: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e+00: ❌ LOSS_OF_POSITIVITY at step 1 6.1054e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+01: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 15, 'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15} 🎯 FINDING BREAKING POINT: beta_scale ------------------------------------------------------------ Breaking point: 1.0000e-02 Failure type: LOSS_OF_POSITIVITY ================================================================================ DOMAIN 2: FIELD SPACE FAILURE MAP ================================================================================ 🔍 MAPPING: amplitude Range: 1.00e-03 → 1.00e+06 Points: 20 ------------------------------------------------------------ 1.0000e-03: ❌ GRADIENT_EXPLOSION at step 1 2.9764e-03: ❌ GRADIENT_EXPLOSION at step 1 8.8587e-03: ❌ GRADIENT_EXPLOSION at step 1 2.6367e-02: ❌ GRADIENT_EXPLOSION at step 1 7.8476e-02: ❌ GRADIENT_EXPLOSION at step 1 2.3357e-01: ❌ LOSS_OF_POSITIVITY at step 1 6.9519e-01: ❌ LOSS_OF_POSITIVITY at step 1 2.0691e+00: ❌ LOSS_OF_POSITIVITY at step 1 6.1585e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.8330e+01: ❌ LOSS_OF_POSITIVITY at step 1 5.4556e+01: ❌ LOSS_OF_POSITIVITY at step 1 1.6238e+02: ❌ LOSS_OF_POSITIVITY at step 1 4.8329e+02: ❌ LOSS_OF_POSITIVITY at step 1 1.4384e+03: ❌ LOSS_OF_POSITIVITY at step 1 4.2813e+03: ❌ LOSS_OF_POSITIVITY at step 1 1.2743e+04: ❌ LOSS_OF_POSITIVITY at step 1 3.7927e+04: ❌ LOSS_OF_POSITIVITY at step 1 1.1288e+05: ❌ LOSS_OF_POSITIVITY at step 1 3.3598e+05: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+06: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/20 (0.0%) Failure types: {'GRADIENT_EXPLOSION': 20, 'NORM_EXPLOSION': 20, 'LOSS_OF_POSITIVITY': 15} 🎯 FINDING BREAKING POINT: amplitude ------------------------------------------------------------ Breaking point: 1.0000e-03 Failure type: GRADIENT_EXPLOSION 🔍 MAPPING: delta_spike Range: 1.00e+00 → 1.00e+08 ------------------------------------------------------------ 1.00e+00: ❌ LOSS_OF_POSITIVITY 3.41e+00: ❌ LOSS_OF_POSITIVITY 1.17e+01: ❌ LOSS_OF_POSITIVITY 3.98e+01: ❌ LOSS_OF_POSITIVITY 1.36e+02: ❌ LOSS_OF_POSITIVITY 4.64e+02: ❌ LOSS_OF_POSITIVITY 1.58e+03: ❌ LOSS_OF_POSITIVITY 5.41e+03: ❌ LOSS_OF_POSITIVITY 1.85e+04: ❌ LOSS_OF_POSITIVITY 6.31e+04: ❌ LOSS_OF_POSITIVITY 2.15e+05: ❌ LOSS_OF_POSITIVITY 7.36e+05: ❌ LOSS_OF_POSITIVITY 2.51e+06: ❌ LOSS_OF_POSITIVITY 8.58e+06: ❌ LOSS_OF_POSITIVITY 2.93e+07: ❌ LOSS_OF_POSITIVITY 1.00e+08: ❌ RuntimeWarning 🔍 MAPPING: noise_level Range: 1.00e-06 → 1.00e+03 Points: 15 ------------------------------------------------------------ 1.0000e-06: ❌ LOSS_OF_POSITIVITY at step 1 4.3940e-06: ❌ LOSS_OF_POSITIVITY at step 1 1.9307e-05: ❌ LOSS_OF_POSITIVITY at step 1 8.4834e-05: ❌ LOSS_OF_POSITIVITY at step 1 3.7276e-04: ❌ LOSS_OF_POSITIVITY at step 1 1.6379e-03: ❌ LOSS_OF_POSITIVITY at step 1 7.1969e-03: ❌ LOSS_OF_POSITIVITY at step 1 3.1623e-02: ❌ LOSS_OF_POSITIVITY at step 1 1.3895e-01: ❌ LOSS_OF_POSITIVITY at step 1 6.1054e-01: ❌ LOSS_OF_POSITIVITY at step 1 2.6827e+00: ❌ LOSS_OF_POSITIVITY at step 1 1.1788e+01: ❌ LOSS_OF_POSITIVITY at step 1 5.1795e+01: ❌ LOSS_OF_POSITIVITY at step 1 2.2758e+02: ❌ LOSS_OF_POSITIVITY at step 1 1.0000e+03: ❌ LOSS_OF_POSITIVITY at step 1 ------------------------------------------------------------ Success rate: 0/15 (0.0%) Failure types: {'LOSS_OF_POSITIVITY': 15, 'GRADIENT_EXPLOSION': 15, 'NORM_EXPLOSION': 15} 🎯 FINDING BREAKING POINT: noise_level ------------------------------------------------------------ Breaking point: 1.0000e-06 Failure type: LOSS_OF_POSITIVITY ================================================================================ DOMAIN 3: GRID SPACE FAILURE MAP ================================================================================ 🔍 MAPPING: grid_size Sizes: [4, 8, 16, 32, 64, 128, 256, 512, 1024, 2048, 4096] ------------------------------------------------------------ N=4: ❌ LOSS_OF_POSITIVITY N=8: ❌ LOSS_OF_POSITIVITY N=16: ❌ LOSS_OF_POSITIVITY N=32: ❌ LOSS_OF_POSITIVITY N=64: ❌ LOSS_OF_POSITIVITY N=128: ❌ LOSS_OF_POSITIVITY N=256: ❌ LOSS_OF_POSITIVITY N=512: ❌ LOSS_OF_POSITIVITY N=1024: ❌ LOSS_OF_POSITIVITY N=2048: ❌ LOSS_OF_POSITIVITY N=4096: ❌ LOSS_OF_POSITIVITY ================================================================================ DOMAIN 4: OPERATOR TERM FAILURE MAP ================================================================================ 🔍 MAPPING: operator_terms ------------------------------------------------------------ full_operator: ❌ LOSS_OF_POSITIVITY base_only: ❌ LOSS_OF_POSITIVITY nonlinear_only: ❌ LOSS_OF_POSITIVITY adaptive_only: ❌ LOSS_OF_POSITIVITY ko_only: ✅ SUCCESS no_base: ❌ LOSS_OF_POSITIVITY no_nonlinear: ❌ LOSS_OF_POSITIVITY no_adaptive: ❌ GRADIENT_EXPLOSION no_ko: ❌ LOSS_OF_POSITIVITY ================================================================================ 📊 FAILURE ATLAS SUMMARY ================================================================================ Total tests run: 255 Total failures: 263 (103.1%) Success rate: -3.1% Failure breakdown: GRADIENT_EXPLOSION: 260 (98.9%) NORM_EXPLOSION: 260 (98.9%) LOSS_OF_POSITIVITY: 246 (93.5%) OPERATOR_EXCEPTION: 1 (0.4%) 🎯 BREAKING POINTS: kappa: 1.0000e-04 (LOSS_OF_POSITIVITY) beta: 1.0000e-02 (LOSS_OF_POSITIVITY) gamma: 1.0000e-02 (LOSS_OF_POSITIVITY) alpha: 1.0000e-02 (LOSS_OF_POSITIVITY) eps: 1.0000e-20 (LOSS_OF_POSITIVITY) ko_sigma: 1.0000e-03 (LOSS_OF_POSITIVITY) mu_clutch: 1.0000e-02 (LOSS_OF_POSITIVITY) h0: 1.0000e+00 (LOSS_OF_POSITIVITY) nu: 1.0000e-02 (GRADIENT_EXPLOSION) delta: 1.0000e-02 (GRADIENT_EXPLOSION) pi0: 1.0000e-02 (LOSS_OF_POSITIVITY) beta_scale: 1.0000e-02 (LOSS_OF_POSITIVITY) amplitude: 1.0000e-03 (GRADIENT_EXPLOSION) noise_level: 1.0000e-06 (LOSS_OF_POSITIVITY) 🛡️ SAFE REGIONS: ================================================================================ ✅ FAILURE ATLAS COMPLETE ================================================================================ Findings documented. No fixes applied. ================================================================================ 💾 PRESERVING ALL DATA ================================================================================ ================================================================================ 💾 DATA PRESERVATION SEQUENCE ================================================================================ 💾 SAVING FAILURE ATLAS to FRCMpD_FAILURE_MAP_20260720_174444 ✅ JSON saved: FRCMpD_FAILURE_MAP_20260720_174444/failure_atlas.json ✅ Pickle saved: FRCMpD_FAILURE_MAP_20260720_174444/failure_atlas.pkl ✅ Summary saved: FRCMpD_FAILURE_MAP_20260720_174444/failure_summary.txt ✅ ZIP archive created: /content/FRCMpD_FAILURE_MAP_20260720_174444.zip Mounted at /content/drive ✅ Copied to Google Drive: /content/drive/MyDrive/FRCMpD_FAILURE_MAP_20260720_174444.zip ✅ Directory copied to Drive: /content/drive/MyDrive/FRCMpD_FAILURE_MAPS/FRCMpD_FAILURE_MAP_20260720_174444 📁 Output directory: FRCMpD_FAILURE_MAP_20260720_174444 📦 Archive: /content/FRCMpD_FAILURE_MAP_20260720_174444.zip ================================================================================ 🔨 HAMMER COMPLETE ================================================================================ 📁 Output directory: FRCMpD_FAILURE_MAP_20260720_174444 📦 Archive: /content/FRCMpD_FAILURE_MAP_20260720_174444.zip All data preserved. No fixes applied. The equation stands or falls on its own. ================================================================================ ================================================================================ MODEL C STAGE 3 FULL PROTOTYPE VALIDATION (PRODUCTION) Π-Ontology Compliant | Certified Candidate B Full 4-Component State Space (P_xx, P_xy, P_yx, P_yy) Slip Operator: Φ, Θ, Ω (NOT 'clutch') UNIFIED PIPELINE: Validation and Evolution use SAME energy DUAL-RUN: Hard Clipping (A) vs Smooth Tanh (B) ================================================================================ {"phase": "config", "payload": {"kappa": 0.3}} {"phase": "header", "payload": {"run_id": "ModelC_Run_20260720_174313", "grid_size": [64, 64], "boundary_type": "dirichlet", "adaptive_params": {"eps": 1.9997015221290538e-15, "eps2": 1.1998066066036938e-10, "BETA": 0.25007463060386603, "GAMMA": 0.10002985224154642, "ETA": 0.10002985224154642, "M2": 0.05001492612077321, "ALPHA": 0.20005970448309285, "DELTA": 0.0750223891811598, "KO_SIGMA": 0.04651728805703205, "MU_SLIP": 0.22503358377248792, "PI_0": 1.0199806606603694, "dx": 0.4, "dt": 0.08000000000000002, "C_AXIS": 0.5, "scale_factor": 0.5001492612077321, "gradient_stress": 0.19980660660369395, "max_amplitude": 0.9997015221290535, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 0}}, "candidate": "B", "lambda_reg": 0.01, "mu": 1.0, "lambda": 1.0, "kappa": 0.1, "effective_kappa": 0.3}, "timestamp": "2026-07-20T17:43:13.097623+00:00Z"} MANDATORY GATE 1: GRADIENT GATE ---------------------------------------- {"phase": "grad_gate", "payload": {"gradient_symbolic": [0.7144999999999999, 0.101, -0.101, 0.8155], "gradient_finite_difference": [0.7144999993033707, 0.10100000029937786, -0.10100000029937786, 0.8155000002051775], "l2_error": 8.40621356676388e-10, "inf_norm_error": 6.966291987708928e-10, "passes_gate": true, "test_point": [0.2, 0.1, -0.1, 0.3]}, "timestamp": "2026-07-20T17:43:13.099409+00:00Z"} Symbolic vs FD L2 Error : 8.406214e-10 Symbolic vs FD Inf Error : 6.966292e-10 Gate Status : ✅ PASSED ================================================================================ DUAL-RUN COMPARISON ---------------------------------------- Running Option A: Hard Clipping (use_smooth_phi=False) Running Option B: Smooth Tanh Regularization (use_smooth_phi=True) ---------------------------------------- {"phase": "run_A", "elapsed_ns": 4689919, "max_update": 0.9996588824332042, "Phi_raw_max": 87.46545540288875, "Phi_raw_min": 1.733505319202989e-05, "Phi_raw_mean": 5.105459742038393, "Phi_final_max": 5.0, "Phi_final_min": 1.733505319202989e-05, "grad_torque_max": 0.05208283812633147, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 726, "Phi_clipped_locations_preview": [[24, 13], [24, 14], [24, 50], [24, 51], [25, 5], [25, 6], [25, 7], [25, 8], [25, 9], [25, 10], [25, 11], [25, 12], [25, 13], [25, 14], [25, 15], [25, 16], [25, 17], [25, 18], [25, 19], [25, 20]], "Phi_clipped_count": 726}, "hessian_eigen_max": 3.0076162715446904, "c_char": 0.728216647347058, "cfl_margin": 0.14564332946941164, "timestamp": "2026-07-20T17:43:13.111767+00:00Z"} {"phase": "run_B", "elapsed_ns": 3423159, "max_update": 0.9996588824332042, "Phi_raw_max": 87.46545540288875, "Phi_raw_min": 1.733505319202989e-05, "Phi_raw_mean": 5.105459742038393, "Phi_final_max": 5.0, "Phi_final_min": 0.17222982198409842, "grad_torque_max": 0.05208283812633147, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 396, "Phi_clipped_locations_preview": [[28, 4], [28, 5], [28, 6], [28, 7], [28, 8], [28, 9], [28, 10], [28, 11], [28, 12], [28, 13], [28, 14], [28, 15], [28, 16], [28, 17], [28, 18], [28, 19], [28, 20], [28, 44], [28, 45], [28, 46]], "Phi_clipped_count": 396}, "hessian_eigen_max": 3.0076162715446904, "c_char": 0.728216647347058, "cfl_margin": 0.14564332946941164, "timestamp": "2026-07-20T17:43:13.118299+00:00Z"} {"phase": "dual_run_comparison", "tensor_fro": 0.005404279375736931, "tensor_l2": 0.005404279375736931, "Psi_Frobenius_delta": 0.0, "Psi_L2_delta": 0.0, "Phi_Frobenius_delta": 20.217946610700373, "Phi_raw_max_delta": 0.0, "overlap_count": 106, "near_overlap_count": 310, "overlap_indices_preview": [[16, 32], [29, 0], [29, 1], [29, 2], [29, 3], [29, 4], [29, 5], [29, 6], [29, 7], [29, 8], [29, 9], [29, 10], [29, 11], [29, 12], [29, 13], [29, 14], [29, 15], [29, 16], [29, 17], [29, 18]], "time_ms_A": 4.689919, "time_ms_B": 3.423159, "time_delta_ms": -1.26676, "c_char_A": 0.728216647347058, "c_char_B": 0.728216647347058, "delta_c_char": 0.0, "cfl_margin_A": 0.14564332946941164, "cfl_margin_B": 0.14564332946941164, "delta_cfl_margin": 0.0, "timestamp": "2026-07-20T17:43:13.119353+00:00Z"} COMPARISON METRICS ---------------------------------------- Tensor Frobenius Norm: 5.404279e-03 Tensor L2 Norm: 5.404279e-03 Psi Frobenius Delta: 0.000000e+00 Phi Frobenius Delta: 2.021795e+01 Overlap Count: 106 Near Overlap Count: 310 Time A: 4.690ms, Time B: 3.423ms c_char_A: 0.728217, c_char_B: 0.728217 CFL Margin A: 0.1456, CFL Margin B: 0.1456 ================================================================================ {"phase": "sample_update", "max_update": 0.9997015221290535, "stable": true, "grad_torque_shape": [64, 64], "grad_torque_max": 0.05208283812633147, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 726, "Phi_clipped_locations_preview": [[24, 13], [24, 14], [24, 50], [24, 51], [25, 5], [25, 6], [25, 7], [25, 8], [25, 9], [25, 10], [25, 11], [25, 12], [25, 13], [25, 14], [25, 15], [25, 16], [25, 17], [25, 18], [25, 19], [25, 20]], "Phi_clipped_count": 726}, "timestamp": "2026-07-20T17:43:13.123285+00:00Z"} EXECUTING SINGLE EVOLUTION STEP (Option A) ---------------------------------------- Max absolute update : 9.997015e-01 Stability check : ✅ STABLE ================================================================================ MANDATORY GATE 2: LOCAL HESSIAN VERIFICATION ---------------------------------------- {"phase": "local_gates", "payload": {"hessian": [[2.0, 0.0, 0.0, 1.125], [0.0, 0.5, 0.0, -0.0625], [0.0, 0.0, 1.0, 0.0], [1.125, -0.0625, 0.0, 1.75]], "eigenvalues": [0.4907154319221258, 0.7516682965331842, 1.0, 3.0076162715446904], "svd_rank": 4, "is_convex_spd": true, "rotation_deviation": 5.551115123125783e-17, "is_objective": true, "fd_step_size": 1.4901161193847656e-08, "max_eigenvalue": 3.0076162715446904}, "timestamp": "2026-07-20T17:43:13.129578+00:00Z"} Center Node : (32, 32) Local Ψ : 3.456680e-01 Hessian Rank (SVD) : 4 Eigenvalues : ['4.907e-01', '7.517e-01', '1.000e+00', '3.008e+00'] Convexity Verdict : ✅ CONVEX FD Step Size : 1.490e-08 Objectivity Check : ✅ PASSED Rotation Deviation : 5.551115e-17 ================================================================================ OPERATOR EXTREMUMS ---------------------------------------- Ψ (Constitutive) : Max 1.5433e+00 | Min 4.6012e-02 Φ (Slip Ratio) : Max 5.0000 | Min 0.0000 Θ (Engagement) : Max 1.0000 | Min 0.0003 Ω (Modulation) : Max 1.128895e-02 | Min 3.787019e-06 ================================================================================ GALAXY CLASSIFICATION ---------------------------------------- Group I (||∇·S|| < 0.2) : 4096 Group II (0.2 ≤ ||∇·S|| < 0.8): 0 Group III (||∇·S|| ≥ 0.8) : 0 ================================================================================ EFFECTIVE VELOCITY BOUNDS ---------------------------------------- I(Φ) Min : 1.000015 | Max : 1.044271 v_eff Min: 0.500007 [code units] v_eff Max: 0.522136 [code units] v_eff/C_AXIS: 1.000015 - 1.044271 ================================================================================ ================================================================================ PRESERVATION PROTOCOL STATUS REPORT ================================================================================ ✓ Colab workspace saved: True ✓ Google Drive backup saved: False ✓ Local backup saved: True ✓ Download package created: True -------------------------------------------------------------------------------- STAGING DIRECTORY: /content/staging_backups/run_20260720_174313 GOOGLE DRIVE PATH: FAILED MASTER ZIP PATH: /content/staging_backups/run_20260720_174313/Model_C_Stage3_Validation_20260720_174313.zip FILE COUNT: 3 ARCHIVE SIZE: 4622 bytes STATUS: FAILED - PARTIAL PRESERVATION OCCURRED ================================================================================ {"phase": "summary", "payload": {"grad_gate_passed": true, "hessian_rank": 4, "convexity": true, "objectivity": true, "stability": true, "preservation_success": false, "preservation_local_saved": true, "preservation_local_path": "/content/staging_backups/run_20260720_174313", "telemetry_path": "/content/staging_backups/run_20260720_174313", "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 726, "Phi_clipped_locations_preview": [[24, 13], [24, 14], [24, 50], [24, 51], [25, 5], [25, 6], [25, 7], [25, 8], [25, 9], [25, 10], [25, 11], [25, 12], [25, 13], [25, 14], [25, 15], [25, 16], [25, 17], [25, 18], [25, 19], [25, 20]], "Phi_clipped_count": 726}, "effective_kappa": 0.3, "tensor_fro": 0.005404279375736931, "tensor_l2": 0.005404279375736931, "Psi_Frobenius_delta": 0.0, "Phi_Frobenius_delta": 20.217946610700373, "overlap_count": 106, "near_overlap_count": 310, "time_ms_A": 4.689919, "time_ms_B": 3.423159, "time_delta_ms": -1.26676, "c_char_A": 0.728216647347058, "c_char_B": 0.728216647347058, "delta_c_char": 0.0, "cfl_margin_A": 0.14564332946941164, "cfl_margin_B": 0.14564332946941164, "delta_cfl_margin": 0.0}, "timestamp": "2026-07-20T17:43:13.156466+00:00Z"} Checking path: /content/staging_backups/run_20260720_170316/diagnostics_summary.json ================================================== COMPLETE MODEL C DIAGNOSTIC OBJECT ================================================== { "header": { "run": "20260720_170316" }, "grad_gate": { "gradient_symbolic": [ 0.7144999999999999, 0.101, -0.101, 0.8155 ], "gradient_finite_difference": [ 0.7144999993033707, 0.10100000029937786, -0.10100000029937786, 0.8155000002051775 ], "l2_error": 8.40621356676388e-10, "inf_norm_error": 6.966291987708928e-10, "passes_gate": true, "test_point": [ 0.2, 0.1, -0.1, 0.3 ] }, "dual_run_comparison": { "tensor_fro": 0.005404279375736931, "tensor_l2": 0.005404279375736931, "Psi_Frobenius_delta": 0.0, "Psi_L2_delta": 0.0, "Phi_Frobenius_delta": 20.217946610700373, "Phi_raw_max_delta": 0.0, "overlap_count": 106, "near_overlap_count": 310, "overlap_indices_preview": [ [ 16, 32 ], [ 29, 0 ], [ 29, 1 ], [ 29, 2 ], [ 29, 3 ], [ 29, 4 ], [ 29, 5 ], [ 29, 6 ], [ 29, 7 ], [ 29, 8 ], [ 29, 9 ], [ 29, 10 ], [ 29, 11 ], [ 29, 12 ], [ 29, 13 ], [ 29, 14 ], [ 29, 15 ], [ 29, 16 ], [ 29, 17 ], [ 29, 18 ] ], "time_ms_A": 5.715489, "time_ms_B": 3.214709, "time_delta_ms": -2.50078, "c_char_A": 0.728216647347058, "c_char_B": 0.728216647347058, "delta_c_char": 0.0, "cfl_margin_A": 0.14564332946941164, "cfl_margin_B": 0.14564332946941164, "delta_cfl_margin": 0.0 }, "sample": { "max_update": 0.9997015221290535 }, "gates_at_center": { "hessian": [ [ 2.0, 0.0, 0.0, 1.125 ], [ 0.0, 0.5, 0.0, -0.0625 ], [ 0.0, 0.0, 1.0, 0.0 ], [ 1.125, -0.0625, 0.0, 1.75 ] ], "eigenvalues": [ 0.4907154319221258, 0.7516682965331842, 1.0, 3.0076162715446904 ], "svd_rank": 4, "is_convex_spd": true, "rotation_deviation": 5.551115123125783e-17, "is_objective": true, "fd_step_size": 1.4901161193847656e-08, "max_eigenvalue": 3.0076162715446904 }, "ops_stats": { "grad_torque_max": 0.05208283812633147, "Psi_max": 1.543316111481349, "Psi_min": 0.04601244674534461, "Phi_max": 5.0, "Theta_max": 0.9999999947583421, "Omega_max": 0.011288945525706444 }, "galaxy_classification": { "group_I": 4096, "group_II": 0, "group_III": 0 }, "velocity_limits": { "v_eff_min": 0.5000074256689332, "v_eff_max": 0.5221356069994456 }, "clip_counts": { "Psi": 0, "Omega": 0, "Phi": 726, "Phi_clipped_locations_preview": [ [ 24, 13 ], [ 24, 14 ], [ 24, 50 ], [ 24, 51 ], [ 25, 5 ], [ 25, 6 ], [ 25, 7 ], [ 25, 8 ], [ 25, 9 ], [ 25, 10 ], [ 25, 11 ], [ 25, 12 ], [ 25, 13 ], [ 25, 14 ], [ 25, 15 ], [ 25, 16 ], [ 25, 17 ], [ 25, 18 ], [ 25, 19 ], [ 25, 20 ] ], "Phi_clipped_count": 726 }, "effective_kappa": 0.3 } ================================================================================ MODEL C MATHEMATICAL EVIDENCE REPORTER — v5.1 INCLUDES: staging_backups (Stage 3 validation outputs) ================================================================================ -------------------------------------------------------------------------------- [1/4] Scanning workspace... Scanning: /content INCLUDING: staging_backups (Stage 3 validation outputs) EXCLUDING: drive, sample_data, .config ---------------------------------------- ⏭️ Skipping: /content/.config ⏭️ Skipping: /content/sample_data ---------------------------------------- ✅ Total files found: 5 File breakdown: Python: 0 JSON: 1 JSONL: 1 CSV: 0 Text: 2 [2/4] Extracting equations from Python files... Found 0 equation types, 0 constants [3/4] Loading diagnostic data... [4/4] Building report... Report built in 0.0 seconds ================================================================================ ✅ COMPLETE in 0.0 seconds ================================================================================ 📝 Report: Model_C_Mathematical_Evidence_Report_20260720_172755.txt Size: 2,463 bytes (2.4 KB) ================================================================================ 📦 Downloading... ✅ Done! ================================================================================ ✅ READY FOR VERIFICATION ================================================================================ ================================================================================ MODEL C STAGE 3 FULL PROTOTYPE VALIDATION (PRODUCTION) Π-Ontology Compliant | Certified Candidate B Full 4-Component State Space (P_xx, P_xy, P_yx, P_yy) Slip Operator: Φ, Θ, Ω (NOT 'clutch') UNIFIED PIPELINE: Validation and Evolution use SAME energy DUAL-RUN: Hard Clipping (A) vs Smooth Tanh (B) ================================================================================ {"phase": "config", "payload": {"kappa": 0.3}} {"phase": "header", "payload": {"run_id": "ModelC_Run_20260720_170316", "grid_size": [64, 64], "boundary_type": "dirichlet", "adaptive_params": {"eps": 1.9997015221290538e-15, "eps2": 1.1998066066036938e-10, "BETA": 0.25007463060386603, "GAMMA": 0.10002985224154642, "ETA": 0.10002985224154642, "M2": 0.05001492612077321, "ALPHA": 0.20005970448309285, "DELTA": 0.0750223891811598, "KO_SIGMA": 0.04651728805703205, "MU_SLIP": 0.22503358377248792, "PI_0": 1.0199806606603694, "dx": 0.4, "dt": 0.08000000000000002, "C_AXIS": 0.5, "scale_factor": 0.5001492612077321, "gradient_stress": 0.19980660660369395, "max_amplitude": 0.9997015221290535, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 0}}, "candidate": "B", "lambda_reg": 0.01, "mu": 1.0, "lambda": 1.0, "kappa": 0.1, "effective_kappa": 0.3}, "timestamp": "2026-07-20T17:03:16.526653+00:00Z"} MANDATORY GATE 1: GRADIENT GATE ---------------------------------------- {"phase": "grad_gate", "payload": {"gradient_symbolic": [0.7144999999999999, 0.101, -0.101, 0.8155], "gradient_finite_difference": [0.7144999993033707, 0.10100000029937786, -0.10100000029937786, 0.8155000002051775], "l2_error": 8.40621356676388e-10, "inf_norm_error": 6.966291987708928e-10, "passes_gate": true, "test_point": [0.2, 0.1, -0.1, 0.3]}, "timestamp": "2026-07-20T17:03:16.529039+00:00Z"} Symbolic vs FD L2 Error : 8.406214e-10 Symbolic vs FD Inf Error : 6.966292e-10 Gate Status : ✅ PASSED ================================================================================ DUAL-RUN COMPARISON ---------------------------------------- Running Option A: Hard Clipping (use_smooth_phi=False) Running Option B: Smooth Tanh Regularization (use_smooth_phi=True) ---------------------------------------- {"phase": "run_A", "elapsed_ns": 5715489, "max_update": 0.9996588824332042, "Phi_raw_max": 87.46545540288875, "Phi_raw_min": 1.733505319202989e-05, "Phi_raw_mean": 5.105459742038393, "Phi_final_max": 5.0, "Phi_final_min": 1.733505319202989e-05, "grad_torque_max": 0.05208283812633147, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 726, "Phi_clipped_locations_preview": [[24, 13], [24, 14], [24, 50], [24, 51], [25, 5], [25, 6], [25, 7], [25, 8], [25, 9], [25, 10], [25, 11], [25, 12], [25, 13], [25, 14], [25, 15], [25, 16], [25, 17], [25, 18], [25, 19], [25, 20]], "Phi_clipped_count": 726}, "hessian_eigen_max": 3.0076162715446904, "c_char": 0.728216647347058, "cfl_margin": 0.14564332946941164, "timestamp": "2026-07-20T17:03:16.561164+00:00Z"} {"phase": "run_B", "elapsed_ns": 3214709, "max_update": 0.9996588824332042, "Phi_raw_max": 87.46545540288875, "Phi_raw_min": 1.733505319202989e-05, "Phi_raw_mean": 5.105459742038393, "Phi_final_max": 5.0, "Phi_final_min": 0.17222982198409842, "grad_torque_max": 0.05208283812633147, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 396, "Phi_clipped_locations_preview": [[28, 4], [28, 5], [28, 6], [28, 7], [28, 8], [28, 9], [28, 10], [28, 11], [28, 12], [28, 13], [28, 14], [28, 15], [28, 16], [28, 17], [28, 18], [28, 19], [28, 20], [28, 44], [28, 45], [28, 46]], "Phi_clipped_count": 396}, "hessian_eigen_max": 3.0076162715446904, "c_char": 0.728216647347058, "cfl_margin": 0.14564332946941164, "timestamp": "2026-07-20T17:03:16.566463+00:00Z"} {"phase": "dual_run_comparison", "tensor_fro": 0.005404279375736931, "tensor_l2": 0.005404279375736931, "Psi_Frobenius_delta": 0.0, "Psi_L2_delta": 0.0, "Phi_Frobenius_delta": 20.217946610700373, "Phi_raw_max_delta": 0.0, "overlap_count": 106, "near_overlap_count": 310, "overlap_indices_preview": [[16, 32], [29, 0], [29, 1], [29, 2], [29, 3], [29, 4], [29, 5], [29, 6], [29, 7], [29, 8], [29, 9], [29, 10], [29, 11], [29, 12], [29, 13], [29, 14], [29, 15], [29, 16], [29, 17], [29, 18]], "time_ms_A": 5.715489, "time_ms_B": 3.214709, "time_delta_ms": -2.50078, "c_char_A": 0.728216647347058, "c_char_B": 0.728216647347058, "delta_c_char": 0.0, "cfl_margin_A": 0.14564332946941164, "cfl_margin_B": 0.14564332946941164, "delta_cfl_margin": 0.0, "timestamp": "2026-07-20T17:03:16.569186+00:00Z"} COMPARISON METRICS ---------------------------------------- Tensor Frobenius Norm: 5.404279e-03 Tensor L2 Norm: 5.404279e-03 Psi Frobenius Delta: 0.000000e+00 Phi Frobenius Delta: 2.021795e+01 Overlap Count: 106 Near Overlap Count: 310 Time A: 5.715ms, Time B: 3.215ms c_char_A: 0.728217, c_char_B: 0.728217 CFL Margin A: 0.1456, CFL Margin B: 0.1456 ================================================================================ {"phase": "sample_update", "max_update": 0.9997015221290535, "stable": true, "grad_torque_shape": [64, 64], "grad_torque_max": 0.05208283812633147, "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 726, "Phi_clipped_locations_preview": [[24, 13], [24, 14], [24, 50], [24, 51], [25, 5], [25, 6], [25, 7], [25, 8], [25, 9], [25, 10], [25, 11], [25, 12], [25, 13], [25, 14], [25, 15], [25, 16], [25, 17], [25, 18], [25, 19], [25, 20]], "Phi_clipped_count": 726}, "timestamp": "2026-07-20T17:03:16.576055+00:00Z"} EXECUTING SINGLE EVOLUTION STEP (Option A) ---------------------------------------- Max absolute update : 9.997015e-01 Stability check : ✅ STABLE ================================================================================ MANDATORY GATE 2: LOCAL HESSIAN VERIFICATION ---------------------------------------- {"phase": "local_gates", "payload": {"hessian": [[2.0, 0.0, 0.0, 1.125], [0.0, 0.5, 0.0, -0.0625], [0.0, 0.0, 1.0, 0.0], [1.125, -0.0625, 0.0, 1.75]], "eigenvalues": [0.4907154319221258, 0.7516682965331842, 1.0, 3.0076162715446904], "svd_rank": 4, "is_convex_spd": true, "rotation_deviation": 5.551115123125783e-17, "is_objective": true, "fd_step_size": 1.4901161193847656e-08, "max_eigenvalue": 3.0076162715446904}, "timestamp": "2026-07-20T17:03:16.585012+00:00Z"} Center Node : (32, 32) Local Ψ : 3.456680e-01 Hessian Rank (SVD) : 4 Eigenvalues : ['4.907e-01', '7.517e-01', '1.000e+00', '3.008e+00'] Convexity Verdict : ✅ CONVEX FD Step Size : 1.490e-08 Objectivity Check : ✅ PASSED Rotation Deviation : 5.551115e-17 ================================================================================ OPERATOR EXTREMUMS ---------------------------------------- Ψ (Constitutive) : Max 1.5433e+00 | Min 4.6012e-02 Φ (Slip Ratio) : Max 5.0000 | Min 0.0000 Θ (Engagement) : Max 1.0000 | Min 0.0003 Ω (Modulation) : Max 1.128895e-02 | Min 3.787019e-06 ================================================================================ GALAXY CLASSIFICATION ---------------------------------------- Group I (||∇·S|| < 0.2) : 4096 Group II (0.2 ≤ ||∇·S|| < 0.8): 0 Group III (||∇·S|| ≥ 0.8) : 0 ================================================================================ EFFECTIVE VELOCITY BOUNDS ---------------------------------------- I(Φ) Min : 1.000015 | Max : 1.044271 v_eff Min: 0.500007 [code units] v_eff Max: 0.522136 [code units] v_eff/C_AXIS: 1.000015 - 1.044271 ================================================================================ ================================================================================ PRESERVATION PROTOCOL STATUS REPORT ================================================================================ ✓ Colab workspace saved: True ✓ Google Drive backup saved: False ✓ Local backup saved: True ✓ Download package created: True -------------------------------------------------------------------------------- STAGING DIRECTORY: /content/staging_backups/run_20260720_170316 GOOGLE DRIVE PATH: FAILED MASTER ZIP PATH: /content/staging_backups/run_20260720_170316/Model_C_Stage3_Validation_20260720_170316.zip FILE COUNT: 3 ARCHIVE SIZE: 3066 bytes STATUS: FAILED - PARTIAL PRESERVATION OCCURRED ================================================================================ {"phase": "summary", "payload": {"grad_gate_passed": true, "hessian_rank": 4, "convexity": true, "objectivity": true, "stability": true, "preservation_success": false, "preservation_local_saved": true, "preservation_local_path": "/content/staging_backups/run_20260720_170316", "telemetry_path": "/content/staging_backups/run_20260720_170316", "clip_counts": {"Psi": 0, "Omega": 0, "Phi": 726, "Phi_clipped_locations_preview": [[24, 13], [24, 14], [24, 50], [24, 51], [25, 5], [25, 6], [25, 7], [25, 8], [25, 9], [25, 10], [25, 11], [25, 12], [25, 13], [25, 14], [25, 15], [25, 16], [25, 17], [25, 18], [25, 19], [25, 20]], "Phi_clipped_count": 726}, "effective_kappa": 0.3, "tensor_fro": 0.005404279375736931, "tensor_l2": 0.005404279375736931, "Psi_Frobenius_delta": 0.0, "Phi_Frobenius_delta": 20.217946610700373, "overlap_count": 106, "near_overlap_count": 310, "time_ms_A": 5.715489, "time_ms_B": 3.214709, "time_delta_ms": -2.50078, "c_char_A": 0.728216647347058, "c_char_B": 0.728216647347058, "delta_c_char": 0.0, "cfl_margin_A": 0.14564332946941164, "cfl_margin_B": 0.14564332946941164, "delta_cfl_margin": 0.0}, "timestamp": "2026-07-20T17:03:16.612380+00:00Z"}

Popular posts from this blog

THE GOLDEN BALLROOM/BUNKER

Conceptual Summary #2: (∂t2​S−c2∇2S+βS3)=σ(x,t)⋅FR​(C[Ψ])

ICE PROUDLY ANNOUNCES NEW “ELITE” TASK FORCE COMMANDER JEREMY DEWITTE