MONAD SERIES 11 — N* IDENTIFICATION & DIAGNOSTICS (FIXED)
✅ MonadSolver11Pure imported successfully from /content/
Tests:
1. N* Sweep (N=[16,32,64,128,256], 100K steps)
2. Extended N* Sweep (N=[256,512], 50K steps)
3. High-κ Validation (κ=[0.53,0.55], N=[64,128])
4. Constitutive Map Stability (κ=0.47-0.52, N=64)
Conclusions to be determined later:
chievement Status
100,000 successful time steps without NaNs, infinities, or catastrophic failure ✅
Hamiltonian drift remained below predefined 5% acceptance criterion (4.435%) ✅
All monitored diagnostic quantities remained finite throughout ✅
Energy components evolved smoothly without abrupt, unstable behavior ✅
Solver completed long-duration integration on N=16 mesh ✅
These are meaningful verification milestones.
🔬 REFINED WORDING
Energy Decomposition
Original: "This is an internally coherent energy budget."
Improved: "The reported energy decomposition evolves consistently over the simulation and exhibits no obvious bookkeeping inconsistencies."
Why: The table shows internal consistency in reported quantities, but doesn't prove the decomposition is mathematically complete or uniquely correct.
Bounded Diagnostics
This section is strong. You correctly avoid saying "therefore the geometry is correct" and instead say "the constitutive mapping is not generating singular behavior."
Key observation: g_det and D_drift remaining bounded provides evidence the numerical evolution stays inside a regular region of state space.
Nonlinear Dynamics
This revision is excellent:
"The accelerating drift is consistent with nonlinear dynamics but cannot yet be uniquely attributed to the continuum equations."
Why this matters: The observed behavior could arise from:
Genuine nonlinear continuum dynamics
Discretization error
Truncation error
Artificial dissipation
Interactions among all of these
Until mesh refinement demonstrates convergence, these mechanisms cannot be cleanly separated.
📊 CONVERGENCE HIERARCHY (REVISED)
Level Evidence Status
Level 1 Integral quantities converge ⏳ Pending
Level 2 Invariant fields converge ⏳ Pending
Level 3 Tensor fields converge ⏳ Pending
Level 4 Resolution-independent structures ⏳ Pending
This is an excellent hierarchy. A conserved integral alone does not prove the solution itself is converging.
📋 ADDITIONAL DIAGNOSTICS
Quantity Why
** Π ∞** Field maximum detection
** ∇Π ∞** Gradient sharpening detection
Maximum CFL number Stability margin
Minimum metric determinant Geometric safety
L₂ norm of Π Field growth
L∞ norm of Π Peak detection
Gradient growth is often the earliest indicator that a discretization is approaching under-resolution.
🎯 WHAT N=32 ACTUALLY BECOMES
Statement Status
"N=32 becomes the decisive numerical verification test" ✅ Exactly right
Passing N=16 demonstrates the algorithm can produce a stable numerical trajectory.
Passing N=32 demonstrates this trajectory is approaching a mesh-independent solution.
These are different achievements.
🏆 FINAL ASSESSMENT
My Confidence Ratings:
Claim Confidence
Long-time numerical stability ✅ Strongly supported
Solver robustness ✅ Strongly supported
Hamiltonian within predefined tolerance ✅ Strongly supported
Diagnostics remained bounded ✅ Strongly supported
Numerical energy bookkeeping consistent ✅ Supported
Continuum physics verified ❌ Not yet established
Mesh convergence established ❌ Not yet established
Physical interpretation independent of discretization ⏳ Pending N=32/N=64
📈 THE BOTTOM LINE
"The N=16 run is a successful verification milestone for the numerical implementation, with the next stage being verification of mesh convergence."
This is a rigorous and appropriately cautious interpretation of the evidence presented.
The N=32 run will determine whether these behaviors reflect the continuum equations or discretization artifacts. 🚀
================================================================================
🚀 MONAD SERIES 11 — N* IDENTIFICATION & DIAGNOSTICS (FIXED)
================================================================================
FIXED: Initialization-order bug resolved
FIXED: Diagnostics now called AFTER init_gaussian()
================================================================================
Tests:
1. N* Sweep (N=[16,32,64,128,256], 100K steps)
2. Extended N* Sweep (N=[256,512], 50K steps)
3. High-κ Validation (κ=[0.53,0.55], N=[64,128])
4. Constitutive Map Stability (κ=0.47-0.52, N=64)
================================================================================
📂 Results timestamp: 20260701_045204
📁 Output: /content/series11_nstar/
================================================================================
🔬 RUNNING TEST 1: N* Sweep
================================================================================
🔬 TEST 1: N* Sweep
================================================================================
Goal: Find finite-resolution saturation point N*
Config: κ=0.50, N=[16,32,64,128,256], 100K steps
================================================================================
▶️ Running: κ=0.500 | N=16 | dt=5.0e-06 | steps=100,000
Label: N_star_16
------------------------------------------------------------
============================================================
SERIES 11 — DIAGNOSTICS SOLVER
============================================================
Grid: 16×16, dt=0.000005, κ=0.500
Diagnostics: every 2000 steps
------------------------------------------------------------
Step 0 | H_total = 5.19480220e+02
| H_kin = 0.00000000e+00
| H_grad = 3.90763838e+00
| H_pot = 5.15572582e+02
Step 2000 | H_total=5.19476738e+02 | ΔH/H=6.7038e-06
| H_kin=2.59962339e-01
| H_grad=3.90622136e+00
| H_pot=5.15310554e+02
| g_det=1.5646e-01
| D_drift=3.9985e-01
Step 4000 | H_total=5.19466211e+02 | ΔH/H=2.6967e-05
| H_kin=1.03881807e+00
| H_grad=3.90197418e+00
| H_pot=5.14525419e+02
| g_det=1.5626e-01
| D_drift=3.9970e-01
Step 6000 | H_total=5.19448406e+02 | ΔH/H=6.1242e-05
| H_kin=2.33348258e+00
| H_grad=3.89490846e+00
| H_pot=5.13220015e+02
| g_det=1.5591e-01
| D_drift=3.9945e-01
Step 8000 | H_total=5.19422936e+02 | ΔH/H=1.1027e-04
| H_kin=4.13884162e+00
| H_grad=3.88504352e+00
| H_pot=5.11399051e+02
| g_det=1.5544e-01
| D_drift=3.9910e-01
Step 10000 | H_total=5.19389266e+02 | ΔH/H=1.7509e-04
| H_kin=6.44778946e+00
| H_grad=3.87240625e+00
| H_pot=5.09069070e+02
| g_det=1.5483e-01
| D_drift=3.9866e-01
Step 12000 | H_total=5.19346724e+02 | ΔH/H=2.5698e-04
| H_kin=9.25128179e+00
| H_grad=3.85703100e+00
| H_pot=5.06238411e+02
| g_det=1.5408e-01
| D_drift=3.9813e-01
Step 14000 | H_total=5.19294508e+02 | ΔH/H=3.5750e-04
| H_kin=1.25384026e+01
| H_grad=3.83895940e+00
| H_pot=5.02917146e+02
| g_det=1.5321e-01
| D_drift=3.9750e-01
Step 16000 | H_total=5.19231695e+02 | ΔH/H=4.7841e-04
| H_kin=1.62964442e+01
| H_grad=3.81824015e+00
| H_pot=4.99117011e+02
| g_det=1.5221e-01
| D_drift=3.9678e-01
Step 18000 | H_total=5.19157259e+02 | ΔH/H=6.2170e-04
| H_kin=2.05109998e+01
| H_grad=3.79492879e+00
| H_pot=4.94851331e+02
| g_det=1.5108e-01
| D_drift=3.9597e-01
Step 20000 | H_total=5.19070081e+02 | ΔH/H=7.8952e-04
| H_kin=2.51660669e+01
| H_grad=3.76908742e+00
| H_pot=4.90134927e+02
| g_det=1.4983e-01
| D_drift=3.9508e-01
Step 22000 | H_total=5.18968965e+02 | ΔH/H=9.8417e-04
| H_kin=3.02441614e+01
| H_grad=3.74078438e+00
| H_pot=4.84984020e+02
| g_det=1.4845e-01
| D_drift=3.9411e-01
Step 24000 | H_total=5.18852657e+02 | ΔH/H=1.2081e-03
| H_kin=3.57264395e+01
| H_grad=3.71009399e+00
| H_pot=4.79416123e+02
| g_det=1.4696e-01
| D_drift=3.9306e-01
Step 26000 | H_total=5.18719857e+02 | ΔH/H=1.4637e-03
| H_kin=4.15928281e+01
| H_grad=3.67709612e+00
| H_pot=4.73449933e+02
| g_det=1.4535e-01
| D_drift=3.9193e-01
Step 28000 | H_total=5.18569242e+02 | ΔH/H=1.7536e-03
| H_kin=4.78221605e+01
| H_grad=3.64187587e+00
| H_pot=4.67105206e+02
| g_det=1.4364e-01
| D_drift=3.9073e-01
Step 30000 | H_total=5.18399482e+02 | ΔH/H=2.0804e-03
| H_kin=5.43923170e+01
| H_grad=3.60452318e+00
| H_pot=4.60402642e+02
| g_det=1.4182e-01
| D_drift=3.8946e-01
Step 32000 | H_total=5.18209254e+02 | ΔH/H=2.4466e-03
| H_kin=6.12803691e+01
| H_grad=3.56513239e+00
| H_pot=4.53363753e+02
| g_det=1.3989e-01
| D_drift=3.8813e-01
Step 34000 | H_total=5.17997266e+02 | ΔH/H=2.8547e-03
| H_kin=6.84627242e+01
| H_grad=3.52380188e+00
| H_pot=4.46010740e+02
| g_det=1.3787e-01
| D_drift=3.8673e-01
Step 36000 | H_total=5.17762267e+02 | ΔH/H=3.3071e-03
| H_kin=7.59152721e+01
| H_grad=3.48063360e+00
| H_pot=4.38366361e+02
| g_det=1.3575e-01
| D_drift=3.8527e-01
Step 38000 | H_total=5.17503069e+02 | ΔH/H=3.8060e-03
| H_kin=8.36135299e+01
| H_grad=3.43573267e+00
| H_pot=4.30453806e+02
| g_det=1.3354e-01
| D_drift=3.8375e-01
Step 40000 | H_total=5.17218559e+02 | ΔH/H=4.3537e-03
| H_kin=9.15327843e+01
| H_grad=3.38920694e+00
| H_pot=4.22296568e+02
| g_det=1.3125e-01
| D_drift=3.8218e-01
Step 42000 | H_total=5.16907715e+02 | ΔH/H=4.9521e-03
| H_kin=9.96482309e+01
| H_grad=3.34116656e+00
| H_pot=4.13918318e+02
| g_det=1.2887e-01
| D_drift=3.8056e-01
Step 44000 | H_total=5.16569618e+02 | ΔH/H=5.6029e-03
| H_kin=1.07935109e+02
| H_grad=3.29172355e+00
| H_pot=4.05342786e+02
| g_det=1.2643e-01
| D_drift=3.7889e-01
Step 46000 | H_total=5.16203463e+02 | ΔH/H=6.3078e-03
| H_kin=1.16368830e+02
| H_grad=3.24099138e+00
| H_pot=3.96593642e+02
| g_det=1.2391e-01
| D_drift=3.7717e-01
Step 48000 | H_total=5.15808570e+02 | ΔH/H=7.0679e-03
| H_kin=1.24925100e+02
| H_grad=3.18908457e+00
| H_pot=3.87694385e+02
| g_det=1.2132e-01
| D_drift=3.7541e-01
Step 50000 | H_total=5.15384395e+02 | ΔH/H=7.8845e-03
| H_kin=1.33580038e+02
| H_grad=3.13611828e+00
| H_pot=3.78668239e+02
| g_det=1.1868e-01
| D_drift=3.7361e-01
Step 52000 | H_total=5.14930531e+02 | ΔH/H=8.7582e-03
| H_kin=1.42310276e+02
| H_grad=3.08220792e+00
| H_pot=3.69538047e+02
| g_det=1.1598e-01
| D_drift=3.7176e-01
Step 54000 | H_total=5.14446719e+02 | ΔH/H=9.6895e-03
| H_kin=1.51093066e+02
| H_grad=3.02746877e+00
| H_pot=3.60326185e+02
| g_det=1.1323e-01
| D_drift=3.6989e-01
Step 56000 | H_total=5.13932851e+02 | ΔH/H=1.0679e-02
| H_kin=1.59906366e+02
| H_grad=2.97201564e+00
| H_pot=3.51054470e+02
| g_det=1.1044e-01
| D_drift=3.6797e-01
Step 58000 | H_total=5.13388969e+02 | ΔH/H=1.1726e-02
| H_kin=1.68728920e+02
| H_grad=2.91596251e+00
| H_pot=3.41744087e+02
| g_det=1.0761e-01
| D_drift=3.6603e-01
Step 60000 | H_total=5.12815268e+02 | ΔH/H=1.2830e-02
| H_kin=1.77540332e+02
| H_grad=2.85942223e+00
| H_pot=3.32415514e+02
| g_det=1.0474e-01
| D_drift=3.6405e-01
Step 62000 | H_total=5.12212095e+02 | ΔH/H=1.3991e-02
| H_kin=1.86321129e+02
| H_grad=2.80250623e+00
| H_pot=3.23088461e+02
| g_det=1.0184e-01
| D_drift=3.6204e-01
Step 64000 | H_total=5.11579947e+02 | ΔH/H=1.5208e-02
| H_kin=1.95052807e+02
| H_grad=2.74532419e+00
| H_pot=3.13781815e+02
| g_det=9.8914e-02
| D_drift=3.6001e-01
Step 66000 | H_total=5.10919464e+02 | ΔH/H=1.6479e-02
| H_kin=2.03717886e+02
| H_grad=2.68798383e+00
| H_pot=3.04513595e+02
| g_det=9.5969e-02
| D_drift=3.5795e-01
Step 68000 | H_total=5.10231431e+02 | ΔH/H=1.7804e-02
| H_kin=2.12299932e+02
| H_grad=2.63059069e+00
| H_pot=2.95300908e+02
| g_det=9.3009e-02
| D_drift=3.5586e-01
Step 70000 | H_total=5.09516763e+02 | ΔH/H=1.9180e-02
| H_kin=2.20783594e+02
| H_grad=2.57324787e+00
| H_pot=2.86159922e+02
| g_det=9.0038e-02
| D_drift=3.5375e-01
Step 72000 | H_total=5.08776508e+02 | ΔH/H=2.0605e-02
| H_kin=2.29154613e+02
| H_grad=2.51605585e+00
| H_pot=2.77105839e+02
| g_det=8.7061e-02
| D_drift=3.5162e-01
Step 74000 | H_total=5.08011831e+02 | ΔH/H=2.2077e-02
| H_kin=2.37399840e+02
| H_grad=2.45911236e+00
| H_pot=2.68152879e+02
| g_det=8.4082e-02
| D_drift=3.4947e-01
Step 76000 | H_total=5.07224011e+02 | ΔH/H=2.3593e-02
| H_kin=2.45507230e+02
| H_grad=2.40251221e+00
| H_pot=2.59314269e+02
| g_det=8.1105e-02
| D_drift=3.4730e-01
Step 78000 | H_total=5.06414430e+02 | ΔH/H=2.5152e-02
| H_kin=2.53465844e+02
| H_grad=2.34634716e+00
| H_pot=2.50602239e+02
| g_det=7.8135e-02
| D_drift=3.4510e-01
Step 80000 | H_total=5.05584564e+02 | ΔH/H=2.6749e-02
| H_kin=2.61265837e+02
| H_grad=2.29070583e+00
| H_pot=2.42028021e+02
| g_det=7.5176e-02
| D_drift=3.4289e-01
Step 82000 | H_total=5.04735977e+02 | ΔH/H=2.8383e-02
| H_kin=2.68898440e+02
| H_grad=2.23567360e+00
| H_pot=2.33601864e+02
| g_det=7.2231e-02
| D_drift=3.4066e-01
Step 84000 | H_total=5.03870312e+02 | ΔH/H=3.0049e-02
| H_kin=2.76355944e+02
| H_grad=2.18133258e+00
| H_pot=2.25333035e+02
| g_det=6.9305e-02
| D_drift=3.3842e-01
Step 86000 | H_total=5.02989282e+02 | ΔH/H=3.1745e-02
| H_kin=2.83631673e+02
| H_grad=2.12776153e+00
| H_pot=2.17229847e+02
| g_det=6.6401e-02
| D_drift=3.3616e-01
Step 88000 | H_total=5.02094671e+02 | ΔH/H=3.3467e-02
| H_kin=2.90719964e+02
| H_grad=2.07503585e+00
| H_pot=2.09299670e+02
| g_det=6.3523e-02
| D_drift=3.3391e-01
Step 90000 | H_total=5.01188334e+02 | ΔH/H=3.5212e-02
| H_kin=2.97616141e+02
| H_grad=2.02322758e+00
| H_pot=2.01548965e+02
| g_det=6.0673e-02
| D_drift=3.3170e-01
Step 92000 | H_total=5.00272216e+02 | ΔH/H=3.6975e-02
| H_kin=3.04316506e+02
| H_grad=1.97240537e+00
| H_pot=1.93983305e+02
| g_det=5.7857e-02
| D_drift=3.2947e-01
Step 94000 | H_total=4.99348399e+02 | ΔH/H=3.8754e-02
| H_kin=3.10818357e+02
| H_grad=1.92263456e+00
| H_pot=1.86607407e+02
| g_det=5.5075e-02
| D_drift=3.2723e-01
Step 96000 | H_total=4.98419259e+02 | ΔH/H=4.0542e-02
| H_kin=3.17120115e+02
| H_grad=1.87397715e+00
| H_pot=1.79425167e+02
| g_det=5.2332e-02
| D_drift=3.2498e-01
Step 98000 | H_total=4.97488083e+02 | ΔH/H=4.2335e-02
| H_kin=3.23221905e+02
| H_grad=1.82649186e+00
| H_pot=1.72439686e+02
| g_det=4.9631e-02
| D_drift=3.2270e-01
Step 100000 | H_total=4.96564018e+02 | ΔH/H=4.4114e-02
| H_kin=3.29130488e+02
| H_grad=1.78023421e+00
| H_pot=1.65653296e+02
| g_det=4.6973e-02
| D_drift=3.2042e-01
------------------------------------------------------------
Completed 50 diagnostic intervals in 362.90s
============================================================
✅ SUCCESS | Steps: 100,000 | Drift: 4.4114%
Time: 362.90s
▶️ Running: κ=0.500 | N=32 | dt=5.0e-06 | steps=100,000
Label: N_star_32
------------------------------------------------------------
============================================================
SERIES 11 — DIAGNOSTICS SOLVER
============================================================
Grid: 32×32, dt=0.000005, κ=0.500
Diagnostics: every 2000 steps
------------------------------------------------------------
Step 0 | H_total = 5.19747369e+02
| H_kin = 0.00000000e+00
| H_grad = 4.17368488e+00
| H_pot = 5.15573684e+02
Step 2000 | H_total=5.19743781e+02 | ΔH/H=6.9028e-06
| H_kin=2.60035089e-01
| H_grad=4.17214103e+00
| H_pot=5.15311605e+02
| g_det=1.5645e-01
| D_drift=4.0025e-01
Step 4000 | H_total=5.19732939e+02 | ΔH/H=2.7762e-05
| H_kin=1.03910840e+00
| H_grad=4.16751394e+00
| H_pot=5.14526317e+02
| g_det=1.5625e-01
| D_drift=4.0010e-01
Step 6000 | H_total=5.19714610e+02 | ΔH/H=6.3028e-05
| H_kin=2.33413357e+00
| H_grad=4.15981695e+00
| H_pot=5.13220660e+02
| g_det=1.5591e-01
| D_drift=3.9985e-01
Step 8000 | H_total=5.19688409e+02 | ΔH/H=1.1344e-04
| H_kin=4.13999359e+00
| H_grad=4.14907222e+00
| H_pot=5.11399343e+02
| g_det=1.5543e-01
| D_drift=3.9951e-01
Step 10000 | H_total=5.19653805e+02 | ΔH/H=1.8002e-04
| H_kin=6.44957902e+00
| H_grad=4.13531060e+00
| H_pot=5.09068916e+02
| g_det=1.5482e-01
| D_drift=3.9906e-01
Step 12000 | H_total=5.19610130e+02 | ΔH/H=2.6405e-04
| H_kin=9.25384094e+00
| H_grad=4.11857148e+00
| H_pot=5.06237717e+02
| g_det=1.5408e-01
| D_drift=3.9853e-01
Step 14000 | H_total=5.19556585e+02 | ΔH/H=3.6707e-04
| H_kin=1.25418578e+01
| H_grad=4.09890258e+00
| H_pot=5.02915825e+02
| g_det=1.5320e-01
| D_drift=3.9790e-01
Step 16000 | H_total=5.19492256e+02 | ΔH/H=4.9084e-04
| H_kin=1.63009157e+01
| H_grad=4.07635969e+00
| H_pot=4.99114980e+02
| g_det=1.5220e-01
| D_drift=3.9718e-01
Step 18000 | H_total=5.19416120e+02 | ΔH/H=6.3733e-04
| H_kin=2.05166007e+01
| H_grad=4.05100641e+00
| H_pot=4.94848513e+02
| g_det=1.5107e-01
| D_drift=3.9638e-01
Step 20000 | H_total=5.19327068e+02 | ΔH/H=8.0866e-04
| H_kin=2.51729028e+01
| H_grad=4.02291382e+00
| H_pot=4.90131251e+02
| g_det=1.4982e-01
| D_drift=3.9548e-01
Step 22000 | H_total=5.19223911e+02 | ΔH/H=1.0071e-03
| H_kin=3.02523295e+01
| H_grad=3.99216009e+00
| H_pot=4.84979421e+02
| g_det=1.4844e-01
| D_drift=3.9451e-01
Step 24000 | H_total=5.19105403e+02 | ΔH/H=1.2351e-03
| H_kin=3.57360281e+01
| H_grad=3.95883013e+00
| H_pot=4.79410545e+02
| g_det=1.4695e-01
| D_drift=3.9346e-01
Step 26000 | H_total=5.18970255e+02 | ΔH/H=1.4952e-03
| H_kin=4.16039166e+01
| H_grad=3.92301517e+00
| H_pot=4.73443323e+02
| g_det=1.4535e-01
| D_drift=3.9233e-01
Step 28000 | H_total=5.18817154e+02 | ΔH/H=1.7897e-03
| H_kin=4.78348187e+01
| H_grad=3.88481228e+00
| H_pot=4.67097523e+02
| g_det=1.4363e-01
| D_drift=3.9113e-01
Step 30000 | H_total=5.18644779e+02 | ΔH/H=2.1214e-03
| H_kin=5.44066052e+01
| H_grad=3.84432397e+00
| H_pot=4.60393850e+02
| g_det=1.4181e-01
| D_drift=3.8986e-01
Step 32000 | H_total=5.18451821e+02 | ΔH/H=2.4926e-03
| H_kin=6.12963376e+01
| H_grad=3.80165767e+00
| H_pot=4.53353825e+02
| g_det=1.3988e-01
| D_drift=3.8852e-01
Step 34000 | H_total=5.18236996e+02 | ΔH/H=2.9060e-03
| H_kin=6.84804137e+01
| H_grad=3.75692525e+00
| H_pot=4.45999657e+02
| g_det=1.3786e-01
| D_drift=3.8712e-01
Step 36000 | H_total=5.17999067e+02 | ΔH/H=3.3638e-03
| H_kin=7.59347137e+01
| H_grad=3.71024252e+00
| H_pot=4.38354111e+02
| g_det=1.3574e-01
| D_drift=3.8566e-01
Step 38000 | H_total=5.17736859e+02 | ΔH/H=3.8682e-03
| H_kin=8.36347450e+01
| H_grad=3.66172874e+00
| H_pot=4.30440385e+02
| g_det=1.3353e-01
| D_drift=3.8415e-01
Step 40000 | H_total=5.17449270e+02 | ΔH/H=4.4216e-03
| H_kin=9.15557852e+01
| H_grad=3.61150610e+00
| H_pot=4.22281979e+02
| g_det=1.3124e-01
| D_drift=3.8258e-01
Step 42000 | H_total=5.17135292e+02 | ΔH/H=5.0257e-03
| H_kin=9.96730211e+01
| H_grad=3.55969921e+00
| H_pot=4.13902572e+02
| g_det=1.2887e-01
| D_drift=3.8095e-01
Step 44000 | H_total=5.16794019e+02 | ΔH/H=5.6823e-03
| H_kin=1.07961683e+02
| H_grad=3.50643463e+00
| H_pot=4.05325901e+02
| g_det=1.2642e-01
| D_drift=3.7928e-01
Step 46000 | H_total=5.16424658e+02 | ΔH/H=6.3929e-03
| H_kin=1.16397176e+02
| H_grad=3.45184036e+00
| H_pot=3.96575642e+02
| g_det=1.2390e-01
| D_drift=3.7756e-01
Step 48000 | H_total=5.16026544e+02 | ΔH/H=7.1589e-03
| H_kin=1.24955198e+02
| H_grad=3.39604534e+00
| H_pot=3.87675301e+02
| g_det=1.2132e-01
| D_drift=3.7580e-01
Step 50000 | H_total=5.15599144e+02 | ΔH/H=7.9812e-03
| H_kin=1.33611859e+02
| H_grad=3.33917904e+00
| H_pot=3.78648106e+02
| g_det=1.1867e-01
| D_drift=3.7400e-01
Step 52000 | H_total=5.15142067e+02 | ΔH/H=8.8607e-03
| H_kin=1.42343789e+02
| H_grad=3.28137096e+00
| H_pot=3.69516907e+02
| g_det=1.1597e-01
| D_drift=3.7215e-01
Step 54000 | H_total=5.14655067e+02 | ΔH/H=9.7976e-03
| H_kin=1.51128233e+02
| H_grad=3.22275023e+00
| H_pot=3.60304084e+02
| g_det=1.1323e-01
| D_drift=3.7028e-01
Step 56000 | H_total=5.14138048e+02 | ΔH/H=1.0792e-02
| H_kin=1.59943144e+02
| H_grad=3.16344520e+00
| H_pot=3.51031458e+02
| g_det=1.1043e-01
| D_drift=3.6836e-01
Step 58000 | H_total=5.13591065e+02 | ΔH/H=1.1845e-02
| H_kin=1.68767264e+02
| H_grad=3.10358304e+00
| H_pot=3.41720218e+02
| g_det=1.0760e-01
| D_drift=3.6641e-01
Step 60000 | H_total=5.13014328e+02 | ΔH/H=1.2954e-02
| H_kin=1.77580194e+02
| H_grad=3.04328941e+00
| H_pot=3.32390845e+02
| g_det=1.0473e-01
| D_drift=3.6444e-01
Step 62000 | H_total=5.12408196e+02 | ΔH/H=1.4121e-02
| H_kin=1.86362457e+02
| H_grad=2.98268807e+00
| H_pot=3.23063051e+02
| g_det=1.0183e-01
| D_drift=3.6243e-01
Step 64000 | H_total=5.11773179e+02 | ΔH/H=1.5342e-02
| H_kin=1.95095552e+02
| H_grad=2.92190063e+00
| H_pot=3.13755726e+02
| g_det=9.8907e-02
| D_drift=3.6039e-01
Step 66000 | H_total=5.11109932e+02 | ΔH/H=1.6619e-02
| H_kin=2.03761997e+02
| H_grad=2.86104622e+00
| H_pot=3.04486889e+02
| g_det=9.5963e-02
| D_drift=3.5833e-01
Step 68000 | H_total=5.10419251e+02 | ΔH/H=1.7947e-02
| H_kin=2.12345361e+02
| H_grad=2.80024127e+00
| H_pot=2.95273648e+02
| g_det=9.3004e-02
| D_drift=3.5625e-01
Step 70000 | H_total=5.09702067e+02 | ΔH/H=1.9327e-02
| H_kin=2.20830296e+02
| H_grad=2.73959924e+00
| H_pot=2.86132172e+02
| g_det=9.0033e-02
| D_drift=3.5413e-01
Step 72000 | H_total=5.08959442e+02 | ΔH/H=2.0756e-02
| H_kin=2.29202549e+02
| H_grad=2.67923045e+00
| H_pot=2.77077663e+02
| g_det=8.7056e-02
| D_drift=3.5200e-01
Step 74000 | H_total=5.08192556e+02 | ΔH/H=2.2232e-02
| H_kin=2.37448975e+02
| H_grad=2.61924190e+00
| H_pot=2.68124339e+02
| g_det=8.4077e-02
| D_drift=3.4985e-01
Step 76000 | H_total=5.07402706e+02 | ΔH/H=2.3751e-02
| H_kin=2.45557542e+02
| H_grad=2.55973710e+00
| H_pot=2.59285427e+02
| g_det=8.1101e-02
| D_drift=3.4767e-01
Step 78000 | H_total=5.06591292e+02 | ΔH/H=2.5312e-02
| H_kin=2.53517322e+02
| H_grad=2.50081596e+00
| H_pot=2.50573154e+02
| g_det=7.8131e-02
| D_drift=3.4548e-01
Step 80000 | H_total=5.05759817e+02 | ΔH/H=2.6912e-02
| H_kin=2.61318489e+02
| H_grad=2.44257466e+00
| H_pot=2.41998753e+02
| g_det=7.5172e-02
| D_drift=3.4327e-01
Step 82000 | H_total=5.04909876e+02 | ΔH/H=2.8548e-02
| H_kin=2.68952305e+02
| H_grad=2.38510565e+00
| H_pot=2.33572466e+02
| g_det=7.2227e-02
| D_drift=3.4104e-01
Step 84000 | H_total=5.04043163e+02 | ΔH/H=3.0215e-02
| H_kin=2.76411104e+02
| H_grad=2.32849749e+00
| H_pot=2.25303561e+02
| g_det=6.9301e-02
| D_drift=3.3879e-01
Step 86000 | H_total=5.03161480e+02 | ΔH/H=3.1911e-02
| H_kin=2.83688301e+02
| H_grad=2.27283491e+00
| H_pot=2.17200344e+02
| g_det=6.6398e-02
| D_drift=3.3653e-01
Step 88000 | H_total=5.02266825e+02 | ΔH/H=3.3633e-02
| H_kin=2.90778443e+02
| H_grad=2.21819872e+00
| H_pot=2.09270183e+02
| g_det=6.3519e-02
| D_drift=3.3426e-01
Step 90000 | H_total=5.01362151e+02 | ΔH/H=3.5373e-02
| H_kin=2.97677957e+02
| H_grad=2.16466591e+00
| H_pot=2.01519528e+02
| g_det=6.0670e-02
| D_drift=3.3198e-01
Step 92000 | H_total=5.00445352e+02 | ΔH/H=3.7137e-02
| H_kin=3.04379101e+02
| H_grad=2.11230960e+00
| H_pot=1.93953941e+02
| g_det=5.7854e-02
| D_drift=3.2975e-01
Step 94000 | H_total=4.99527882e+02 | ΔH/H=3.8903e-02
| H_kin=3.10888527e+02
| H_grad=2.06119902e+00
| H_pot=1.86578156e+02
| g_det=5.5073e-02
| D_drift=3.2753e-01
Step 96000 | H_total=4.98587876e+02 | ΔH/H=4.0711e-02
| H_kin=3.17180381e+02
| H_grad=2.01139966e+00
| H_pot=1.79396095e+02
| g_det=5.2330e-02
| D_drift=3.2536e-01
Step 98000 | H_total=4.97652330e+02 | ΔH/H=4.2511e-02
| H_kin=3.23278479e+02
| H_grad=1.96297321e+00
| H_pot=1.72410878e+02
| g_det=4.9629e-02
| D_drift=3.2317e-01
Step 100000 | H_total=4.96719678e+02 | ΔH/H=4.4306e-02
| H_kin=3.29178874e+02
| H_grad=1.91597791e+00
| H_pot=1.65624826e+02
| g_det=4.6971e-02
| D_drift=3.2097e-01
------------------------------------------------------------
Completed 50 diagnostic intervals in 508.03s
============================================================
✅ SUCCESS | Steps: 100,000 | Drift: 4.4306%
Time: 508.04s
▶️ Running: κ=0.500 | N=64 | dt=5.0e-06 | steps=100,000
Label: N_star_64
------------------------------------------------------------
============================================================
SERIES 11 — DIAGNOSTICS SOLVER
============================================================
Grid: 64×64, dt=0.000005, κ=0.500
Diagnostics: every 2000 steps
------------------------------------------------------------
Step 0 | H_total = 5.19818320e+02
| H_kin = 0.00000000e+00
| H_grad = 4.24434285e+00
| H_pot = 5.15573977e+02
Step 2000 | H_total=5.19814704e+02 | ΔH/H=6.9570e-06
| H_kin=2.60053824e-01
| H_grad=4.24276475e+00
| H_pot=5.15311885e+02
| g_det=1.5645e-01
| D_drift=4.0035e-01
Step 4000 | H_total=5.19803776e+02 | ΔH/H=2.7979e-05
| H_kin=1.03918315e+00
| H_grad=4.23803507e+00
| H_pot=5.14526558e+02
| g_det=1.5624e-01
| D_drift=4.0020e-01
Step 6000 | H_total=5.19785305e+02 | ΔH/H=6.3514e-05
| H_kin=2.33430116e+00
| H_grad=4.23016763e+00
| H_pot=5.13220836e+02
| g_det=1.5590e-01
| D_drift=3.9995e-01
Step 8000 | H_total=5.19758904e+02 | ΔH/H=1.1430e-04
| H_kin=4.14029010e+00
| H_grad=4.21918541e+00
| H_pot=5.11399429e+02
| g_det=1.5543e-01
| D_drift=3.9961e-01
Step 10000 | H_total=5.19724046e+02 | ΔH/H=1.8136e-04
| H_kin=6.45003957e+00
| H_grad=4.20512039e+00
| H_pot=5.09068886e+02
| g_det=1.5482e-01
| D_drift=3.9916e-01
Step 12000 | H_total=5.19680062e+02 | ΔH/H=2.6597e-04
| H_kin=9.25449942e+00
| H_grad=4.18801338e+00
| H_pot=5.06237549e+02
| g_det=1.5407e-01
| D_drift=3.9863e-01
Step 14000 | H_total=5.19626156e+02 | ΔH/H=3.6968e-04
| H_kin=1.25427467e+01
| H_grad=4.16791385e+00
| H_pot=5.02915496e+02
| g_det=1.5320e-01
| D_drift=3.9800e-01
Step 16000 | H_total=5.19561414e+02 | ΔH/H=4.9422e-04
| H_kin=1.63020658e+01
| H_grad=4.14487960e+00
| H_pot=4.99114469e+02
| g_det=1.5220e-01
| D_drift=3.9728e-01
Step 18000 | H_total=5.19484818e+02 | ΔH/H=6.4158e-04
| H_kin=2.05180411e+01
| H_grad=4.11897654e+00
| H_pot=4.94847800e+02
| g_det=1.5107e-01
| D_drift=3.9648e-01
Step 20000 | H_total=5.19395256e+02 | ΔH/H=8.1387e-04
| H_kin=2.51746605e+01
| H_grad=4.09027828e+00
| H_pot=4.90130318e+02
| g_det=1.4981e-01
| D_drift=3.9558e-01
Step 22000 | H_total=5.19291546e+02 | ΔH/H=1.0134e-03
| H_kin=3.02544292e+01
| H_grad=4.05886578e+00
| H_pot=4.84978251e+02
| g_det=1.4844e-01
| D_drift=3.9461e-01
Step 24000 | H_total=5.19172442e+02 | ΔH/H=1.2425e-03
| H_kin=3.57384927e+01
| H_grad=4.02482697e+00
| H_pot=4.79409123e+02
| g_det=1.4695e-01
| D_drift=3.9356e-01
Step 26000 | H_total=5.19036659e+02 | ΔH/H=1.5037e-03
| H_kin=4.16067661e+01
| H_grad=3.98825627e+00
| H_pot=4.73441637e+02
| g_det=1.4534e-01
| D_drift=3.9243e-01
Step 28000 | H_total=5.18882887e+02 | ΔH/H=1.7995e-03
| H_kin=4.78380711e+01
| H_grad=3.94925417e+00
| H_pot=4.67095561e+02
| g_det=1.4363e-01
| D_drift=3.9123e-01
Step 30000 | H_total=5.18709807e+02 | ΔH/H=2.1325e-03
| H_kin=5.44102759e+01
| H_grad=3.90792671e+00
| H_pot=4.60391604e+02
| g_det=1.4180e-01
| D_drift=3.8996e-01
Step 32000 | H_total=5.18516112e+02 | ΔH/H=2.5051e-03
| H_kin=6.13004395e+01
| H_grad=3.86438501e+00
| H_pot=4.53351288e+02
| g_det=1.3988e-01
| D_drift=3.8862e-01
Step 34000 | H_total=5.18300525e+02 | ΔH/H=2.9199e-03
| H_kin=6.84849572e+01
| H_grad=3.81874475e+00
| H_pot=4.45996823e+02
| g_det=1.3785e-01
| D_drift=3.8722e-01
Step 36000 | H_total=5.18061810e+02 | ΔH/H=3.3791e-03
| H_kin=7.59397067e+01
| H_grad=3.77112564e+00
| H_pot=4.38350978e+02
| g_det=1.3574e-01
| D_drift=3.8576e-01
Step 38000 | H_total=5.17798796e+02 | ΔH/H=3.8851e-03
| H_kin=8.36401931e+01
| H_grad=3.72165091e+00
| H_pot=4.30436952e+02
| g_det=1.3353e-01
| D_drift=3.8425e-01
Step 40000 | H_total=5.17510385e+02 | ΔH/H=4.4399e-03
| H_kin=9.15616916e+01
| H_grad=3.67044677e+00
| H_pot=4.22278246e+02
| g_det=1.3124e-01
| D_drift=3.8267e-01
Step 42000 | H_total=5.17195572e+02 | ΔH/H=5.0455e-03
| H_kin=9.96793868e+01
| H_grad=3.61764188e+00
| H_pot=4.13898543e+02
| g_det=1.2886e-01
| D_drift=3.8105e-01
Step 44000 | H_total=5.16853453e+02 | ΔH/H=5.7037e-03
| H_kin=1.07968507e+02
| H_grad=3.56336686e+00
| H_pot=4.05321579e+02
| g_det=1.2642e-01
| D_drift=3.7938e-01
Step 46000 | H_total=5.16483243e+02 | ΔH/H=6.4159e-03
| H_kin=1.16404455e+02
| H_grad=3.50775374e+00
| H_pot=3.96571034e+02
| g_det=1.2390e-01
| D_drift=3.7766e-01
Step 48000 | H_total=5.16084277e+02 | ΔH/H=7.1834e-03
| H_kin=1.24962927e+02
| H_grad=3.45093549e+00
| H_pot=3.87670415e+02
| g_det=1.2131e-01
| D_drift=3.7590e-01
Step 50000 | H_total=5.15656028e+02 | ΔH/H=8.0072e-03
| H_kin=1.33620032e+02
| H_grad=3.39304554e+00
| H_pot=3.78642951e+02
| g_det=1.1867e-01
| D_drift=3.7409e-01
Step 52000 | H_total=5.15198108e+02 | ΔH/H=8.8881e-03
| H_kin=1.42352397e+02
| H_grad=3.33421730e+00
| H_pot=3.69511493e+02
| g_det=1.1597e-01
| D_drift=3.7225e-01
Step 54000 | H_total=5.14710274e+02 | ΔH/H=9.8266e-03
| H_kin=1.51137267e+02
| H_grad=3.27458370e+00
| H_pot=3.60298423e+02
| g_det=1.1322e-01
| D_drift=3.7037e-01
Step 56000 | H_total=5.14192434e+02 | ΔH/H=1.0823e-02
| H_kin=1.59952594e+02
| H_grad=3.21427684e+00
| H_pot=3.51025563e+02
| g_det=1.1043e-01
| D_drift=3.6846e-01
Step 58000 | H_total=5.13644648e+02 | ΔH/H=1.1877e-02
| H_kin=1.68777118e+02
| H_grad=3.15342749e+00
| H_pot=3.41714102e+02
| g_det=1.0760e-01
| D_drift=3.6651e-01
Step 60000 | H_total=5.13067128e+02 | ΔH/H=1.2988e-02
| H_kin=1.77590441e+02
| H_grad=3.09216481e+00
| H_pot=3.32384523e+02
| g_det=1.0473e-01
| D_drift=3.6453e-01
Step 62000 | H_total=5.12460238e+02 | ΔH/H=1.4155e-02
| H_kin=1.86373084e+02
| H_grad=3.03061594e+00
| H_pot=3.23056538e+02
| g_det=1.0183e-01
| D_drift=3.6252e-01
Step 64000 | H_total=5.11824491e+02 | ΔH/H=1.5378e-02
| H_kin=1.95106548e+02
| H_grad=2.96890571e+00
| H_pot=3.13749037e+02
| g_det=9.8906e-02
| D_drift=3.6049e-01
Step 66000 | H_total=5.11160545e+02 | ΔH/H=1.6655e-02
| H_kin=2.03773349e+02
| H_grad=2.90715634e+00
| H_pot=3.04480040e+02
| g_det=9.5962e-02
| D_drift=3.5843e-01
Step 68000 | H_total=5.10469201e+02 | ΔH/H=1.7985e-02
| H_kin=2.12357058e+02
| H_grad=2.84548720e+00
| H_pot=2.95266656e+02
| g_det=9.3002e-02
| D_drift=3.5634e-01
Step 70000 | H_total=5.09751394e+02 | ΔH/H=1.9366e-02
| H_kin=2.20842327e+02
| H_grad=2.78401454e+00
| H_pot=2.86125052e+02
| g_det=9.0031e-02
| D_drift=3.5423e-01
Step 72000 | H_total=5.09008187e+02 | ΔH/H=2.0796e-02
| H_kin=2.29214905e+02
| H_grad=2.72285129e+00
| H_pot=2.77070431e+02
| g_det=8.7055e-02
| D_drift=3.5209e-01
Step 74000 | H_total=5.08240768e+02 | ΔH/H=2.2272e-02
| H_kin=2.37461649e+02
| H_grad=2.66210692e+00
| H_pot=2.68117012e+02
| g_det=8.4076e-02
| D_drift=3.4994e-01
Step 76000 | H_total=5.07450435e+02 | ΔH/H=2.3793e-02
| H_kin=2.45570527e+02
| H_grad=2.60188722e+00
| H_pot=2.59278021e+02
| g_det=8.1099e-02
| D_drift=3.4776e-01
Step 78000 | H_total=5.06638596e+02 | ΔH/H=2.5354e-02
| H_kin=2.53530618e+02
| H_grad=2.54229426e+00
| H_pot=2.50565683e+02
| g_det=7.8130e-02
| D_drift=3.4557e-01
Step 80000 | H_total=5.05806757e+02 | ΔH/H=2.6955e-02
| H_kin=2.61332099e+02
| H_grad=2.48342622e+00
| H_pot=2.41991232e+02
| g_det=7.5171e-02
| D_drift=3.4336e-01
Step 82000 | H_total=5.04956523e+02 | ΔH/H=2.8590e-02
| H_kin=2.68966236e+02
| H_grad=2.42537733e+00
| H_pot=2.33564910e+02
| g_det=7.2226e-02
| D_drift=3.4113e-01
Step 84000 | H_total=5.04089596e+02 | ΔH/H=3.0258e-02
| H_kin=2.76425376e+02
| H_grad=2.36823785e+00
| H_pot=2.25295983e+02
| g_det=6.9300e-02
| D_drift=3.3888e-01
Step 86000 | H_total=5.03207805e+02 | ΔH/H=3.1954e-02
| H_kin=2.83702954e+02
| H_grad=2.31209400e+00
| H_pot=2.17192756e+02
| g_det=6.6397e-02
| D_drift=3.3661e-01
Step 88000 | H_total=5.02313394e+02 | ΔH/H=3.3675e-02
| H_kin=2.90793770e+02
| H_grad=2.25702801e+00
| H_pot=2.09262596e+02
| g_det=6.3519e-02
| D_drift=3.3434e-01
Step 90000 | H_total=5.01407675e+02 | ΔH/H=3.5417e-02
| H_kin=2.97692604e+02
| H_grad=2.20311806e+00
| H_pot=2.01511954e+02
| g_det=6.0670e-02
| D_drift=3.3208e-01
Step 92000 | H_total=5.00492166e+02 | ΔH/H=3.7179e-02
| H_kin=3.04395336e+02
| H_grad=2.15043837e+00
| H_pot=1.93946392e+02
| g_det=5.7853e-02
| D_drift=3.2984e-01
Step 94000 | H_total=4.99570430e+02 | ΔH/H=3.8952e-02
| H_kin=3.10900721e+02
| H_grad=2.09905913e+00
| H_pot=1.86570650e+02
| g_det=5.5072e-02
| D_drift=3.2762e-01
Step 96000 | H_total=4.98639652e+02 | ΔH/H=4.0742e-02
| H_kin=3.17202008e+02
| H_grad=2.04904674e+00
| H_pot=1.79388598e+02
| g_det=5.2329e-02
| D_drift=3.2542e-01
Step 98000 | H_total=4.97705067e+02 | ΔH/H=4.2540e-02
| H_kin=3.23301205e+02
| H_grad=2.00046359e+00
| H_pot=1.72403398e+02
| g_det=4.9628e-02
| D_drift=3.2324e-01
Step 100000 | H_total=4.96764023e+02 | ΔH/H=4.4351e-02
| H_kin=3.29193264e+02
| H_grad=1.95336846e+00
| H_pot=1.65617391e+02
| g_det=4.6971e-02
| D_drift=3.2107e-01
------------------------------------------------------------
Completed 50 diagnostic intervals in 1074.11s
============================================================
✅ SUCCESS | Steps: 100,000 | Drift: 4.4351%
Time: 1074.12s
▶️ Running: κ=0.500 | N=128 | dt=5.0e-06 | steps=100,000
Label: N_star_128
------------------------------------------------------------
============================================================
SERIES 11 — DIAGNOSTICS SOLVER
============================================================
Grid: 128×128, dt=0.000005, κ=0.500
Diagnostics: every 2000 steps
------------------------------------------------------------
Step 0 | H_total = 5.19836426e+02
| H_kin = 0.00000000e+00
| H_grad = 4.26237233e+00
| H_pot = 5.15574054e+02
Step 2000 | H_total=5.19832802e+02 | ΔH/H=6.9707e-06
| H_kin=2.60058726e-01
| H_grad=4.26078538e+00
| H_pot=5.15311958e+02
| g_det=1.5645e-01
| D_drift=4.0037e-01
Step 4000 | H_total=5.19821853e+02 | ΔH/H=2.8034e-05
| H_kin=1.03920255e+00
| H_grad=4.25602922e+00
| H_pot=5.14526621e+02
| g_det=1.5624e-01
| D_drift=4.0022e-01
Step 6000 | H_total=5.19803344e+02 | ΔH/H=6.3638e-05
| H_kin=2.33434434e+00
| H_grad=4.24811781e+00
| H_pot=5.13220882e+02
| g_det=1.5590e-01
| D_drift=3.9998e-01
Step 8000 | H_total=5.19776893e+02 | ΔH/H=1.1452e-04
| H_kin=4.14036607e+00
| H_grad=4.23707435e+00
| H_pot=5.11399453e+02
| g_det=1.5543e-01
| D_drift=3.9963e-01
Step 10000 | H_total=5.19741969e+02 | ΔH/H=1.8170e-04
| H_kin=6.45015701e+00
| H_grad=4.22293113e+00
| H_pot=5.09068881e+02
| g_det=1.5482e-01
| D_drift=3.9919e-01
Step 12000 | H_total=5.19697905e+02 | ΔH/H=2.6647e-04
| H_kin=9.25466668e+00
| H_grad=4.20572935e+00
| H_pot=5.06237509e+02
| g_det=1.5407e-01
| D_drift=3.9865e-01
Step 14000 | H_total=5.19643906e+02 | ΔH/H=3.7035e-04
| H_kin=1.25429717e+01
| H_grad=4.18551893e+00
| H_pot=5.02915415e+02
| g_det=1.5320e-01
| D_drift=3.9803e-01
Step 16000 | H_total=5.19579057e+02 | ΔH/H=4.9510e-04
| H_kin=1.63023562e+01
| H_grad=4.16235822e+00
| H_pot=4.99114342e+02
| g_det=1.5220e-01
| D_drift=3.9731e-01
Step 18000 | H_total=5.19502340e+02 | ΔH/H=6.4268e-04
| H_kin=2.05184039e+01
| H_grad=4.13631372e+00
| H_pot=4.94847622e+02
| g_det=1.5107e-01
| D_drift=3.9650e-01
Step 20000 | H_total=5.19412647e+02 | ΔH/H=8.1522e-04
| H_kin=2.51751023e+01
| H_grad=4.10745971e+00
| H_pot=4.90130085e+02
| g_det=1.4981e-01
| D_drift=3.9561e-01
Step 22000 | H_total=5.19308792e+02 | ΔH/H=1.0150e-03
| H_kin=3.02549560e+01
| H_grad=4.07587789e+00
| H_pot=4.84977958e+02
| g_det=1.4844e-01
| D_drift=3.9464e-01
Step 24000 | H_total=5.19189534e+02 | ΔH/H=1.2444e-03
| H_kin=3.57391100e+01
| H_grad=4.04165697e+00
| H_pot=4.79408767e+02
| g_det=1.4695e-01
| D_drift=3.9358e-01
Step 26000 | H_total=5.19053586e+02 | ΔH/H=1.5059e-03
| H_kin=4.16074789e+01
| H_grad=4.00489222e+00
| H_pot=4.73441214e+02
| g_det=1.4534e-01
| D_drift=3.9246e-01
Step 28000 | H_total=5.18899638e+02 | ΔH/H=1.8021e-03
| H_kin=4.78388837e+01
| H_grad=3.96568499e+00
| H_pot=4.67095070e+02
| g_det=1.4363e-01
| D_drift=3.9126e-01
Step 30000 | H_total=5.18726375e+02 | ΔH/H=2.1354e-03
| H_kin=5.44111919e+01
| H_grad=3.92414227e+00
| H_pot=4.60391041e+02
| g_det=1.4180e-01
| D_drift=3.8998e-01
Step 32000 | H_total=5.18532489e+02 | ΔH/H=2.5084e-03
| H_kin=6.13014620e+01
| H_grad=3.88037613e+00
| H_pot=4.53350651e+02
| g_det=1.3988e-01
| D_drift=3.8865e-01
Step 34000 | H_total=5.18316703e+02 | ΔH/H=2.9235e-03
| H_kin=6.84860886e+01
| H_grad=3.83450323e+00
| H_pot=4.45996112e+02
| g_det=1.3785e-01
| D_drift=3.8725e-01
Step 36000 | H_total=5.18077785e+02 | ΔH/H=3.3831e-03
| H_kin=7.59409490e+01
| H_grad=3.78664430e+00
| H_pot=4.38350191e+02
| g_det=1.3574e-01
| D_drift=3.8579e-01
Step 38000 | H_total=5.17814561e+02 | ΔH/H=3.8894e-03
| H_kin=8.36415475e+01
| H_grad=3.73692360e+00
| H_pot=4.30436089e+02
| g_det=1.3353e-01
| D_drift=3.8427e-01
Step 40000 | H_total=5.17525936e+02 | ΔH/H=4.4446e-03
| H_kin=9.15631588e+01
| H_grad=3.68546837e+00
| H_pot=4.22277309e+02
| g_det=1.3124e-01
| D_drift=3.8270e-01
Step 42000 | H_total=5.17210906e+02 | ΔH/H=5.0507e-03
| H_kin=9.96809669e+01
| H_grad=3.63240834e+00
| H_pot=4.13897531e+02
| g_det=1.2886e-01
| D_drift=3.8107e-01
Step 44000 | H_total=5.16868568e+02 | ΔH/H=5.7092e-03
| H_kin=1.07970200e+02
| H_grad=3.57787515e+00
| H_pot=4.05320493e+02
| g_det=1.2642e-01
| D_drift=3.7940e-01
Step 46000 | H_total=5.16498137e+02 | ΔH/H=6.4218e-03
| H_kin=1.16406259e+02
| H_grad=3.52200190e+00
| H_pot=3.96569876e+02
| g_det=1.2390e-01
| D_drift=3.7768e-01
Step 48000 | H_total=5.16098951e+02 | ΔH/H=7.1897e-03
| H_kin=1.24964841e+02
| H_grad=3.46492259e+00
| H_pot=3.87669187e+02
| g_det=1.2131e-01
| D_drift=3.7592e-01
Step 50000 | H_total=5.15670482e+02 | ΔH/H=8.0140e-03
| H_kin=1.33622055e+02
| H_grad=3.40677166e+00
| H_pot=3.78641655e+02
| g_det=1.1867e-01
| D_drift=3.7412e-01
Step 52000 | H_total=5.15212343e+02 | ΔH/H=8.8953e-03
| H_kin=1.42354527e+02
| H_grad=3.34768353e+00
| H_pot=3.69510133e+02
| g_det=1.1597e-01
| D_drift=3.7227e-01
Step 54000 | H_total=5.14724294e+02 | ΔH/H=9.8341e-03
| H_kin=1.51139501e+02
| H_grad=3.28779213e+00
| H_pot=3.60297000e+02
| g_det=1.1322e-01
| D_drift=3.7039e-01
Step 56000 | H_total=5.14206242e+02 | ΔH/H=1.0831e-02
| H_kin=1.59954930e+02
| H_grad=3.22723049e+00
| H_pot=3.51024081e+02
| g_det=1.1043e-01
| D_drift=3.6848e-01
Step 58000 | H_total=5.13658248e+02 | ΔH/H=1.1885e-02
| H_kin=1.68779553e+02
| H_grad=3.16613033e+00
| H_pot=3.41712565e+02
| g_det=1.0760e-01
| D_drift=3.6653e-01
Step 60000 | H_total=5.13080526e+02 | ΔH/H=1.2996e-02
| H_kin=1.77592971e+02
| H_grad=3.10462170e+00
| H_pot=3.32382933e+02
| g_det=1.0473e-01
| D_drift=3.6455e-01
Step 62000 | H_total=5.12473440e+02 | ΔH/H=1.4164e-02
| H_kin=1.86375708e+02
| H_grad=3.04283261e+00
| H_pot=3.23054900e+02
| g_det=1.0183e-01
| D_drift=3.6255e-01
Step 64000 | H_total=5.11837505e+02 | ΔH/H=1.5387e-02
| H_kin=1.95109261e+02
| H_grad=2.98088871e+00
| H_pot=3.13747355e+02
| g_det=9.8905e-02
| D_drift=3.6051e-01
Step 66000 | H_total=5.11173380e+02 | ΔH/H=1.6665e-02
| H_kin=2.03776149e+02
| H_grad=2.91891302e+00
| H_pot=3.04478317e+02
| g_det=9.5961e-02
| D_drift=3.5845e-01
Step 68000 | H_total=5.10481865e+02 | ΔH/H=1.7995e-02
| H_kin=2.12359943e+02
| H_grad=2.85702565e+00
| H_pot=2.95264897e+02
| g_det=9.3002e-02
| D_drift=3.5636e-01
Step 70000 | H_total=5.09763898e+02 | ΔH/H=1.9376e-02
| H_kin=2.20845293e+02
| H_grad=2.79534356e+00
| H_pot=2.86123261e+02
| g_det=9.0031e-02
| D_drift=3.5425e-01
Step 72000 | H_total=5.09020544e+02 | ΔH/H=2.0806e-02
| H_kin=2.29217951e+02
| H_grad=2.73398036e+00
| H_pot=2.77068612e+02
| g_det=8.7054e-02
| D_drift=3.5211e-01
Step 74000 | H_total=5.08252988e+02 | ΔH/H=2.2283e-02
| H_kin=2.37464773e+02
| H_grad=2.67304612e+00
| H_pot=2.68115169e+02
| g_det=8.4075e-02
| D_drift=3.4996e-01
Step 76000 | H_total=5.07462533e+02 | ΔH/H=2.3803e-02
| H_kin=2.45573728e+02
| H_grad=2.61264725e+00
| H_pot=2.59276157e+02
| g_det=8.1099e-02
| D_drift=3.4778e-01
Step 78000 | H_total=5.06650586e+02 | ΔH/H=2.5365e-02
| H_kin=2.53533896e+02
| H_grad=2.55288634e+00
| H_pot=2.50563803e+02
| g_det=7.8129e-02
| D_drift=3.4559e-01
Step 80000 | H_total=5.05818655e+02 | ΔH/H=2.6966e-02
| H_kin=2.61335454e+02
| H_grad=2.49386207e+00
| H_pot=2.41989340e+02
| g_det=7.5170e-02
| D_drift=3.4338e-01
Step 82000 | H_total=5.04968348e+02 | ΔH/H=2.8601e-02
| H_kin=2.68969671e+02
| H_grad=2.43566914e+00
| H_pot=2.33563008e+02
| g_det=7.2226e-02
| D_drift=3.4115e-01
Step 84000 | H_total=5.04101369e+02 | ΔH/H=3.0269e-02
| H_kin=2.76428895e+02
| H_grad=2.37839822e+00
| H_pot=2.25294075e+02
| g_det=6.9300e-02
| D_drift=3.3890e-01
Step 86000 | H_total=5.03219549e+02 | ΔH/H=3.1966e-02
| H_kin=2.83706567e+02
| H_grad=2.32213593e+00
| H_pot=2.17190846e+02
| g_det=6.6396e-02
| D_drift=3.3663e-01
Step 88000 | H_total=5.02325051e+02 | ΔH/H=3.3686e-02
| H_kin=2.90797400e+02
| H_grad=2.26696482e+00
| H_pot=2.09260686e+02
| g_det=6.3518e-02
| D_drift=3.3436e-01
Step 90000 | H_total=5.01419768e+02 | ΔH/H=3.5428e-02
| H_kin=2.97696760e+02
| H_grad=2.21296340e+00
| H_pot=2.01510045e+02
| g_det=6.0669e-02
| D_drift=3.3210e-01
Step 92000 | H_total=5.00504315e+02 | ΔH/H=3.7189e-02
| H_kin=3.04399616e+02
| H_grad=2.16020615e+00
| H_pot=1.93944493e+02
| g_det=5.7853e-02
| D_drift=3.2986e-01
Step 94000 | H_total=4.99581175e+02 | ΔH/H=3.8965e-02
| H_kin=3.10903661e+02
| H_grad=2.10876353e+00
| H_pot=1.86568750e+02
| g_det=5.5072e-02
| D_drift=3.2764e-01
Step 96000 | H_total=4.98651325e+02 | ΔH/H=4.0753e-02
| H_kin=3.17205905e+02
| H_grad=2.05870206e+00
| H_pot=1.79386718e+02
| g_det=5.2329e-02
| D_drift=3.2544e-01
Step 98000 | H_total=4.97717430e+02 | ΔH/H=4.2550e-02
| H_kin=3.23305827e+02
| H_grad=2.01008441e+00
| H_pot=1.72401518e+02
| g_det=4.9628e-02
| D_drift=3.2325e-01
Step 100000 | H_total=4.96777846e+02 | ΔH/H=4.4357e-02
| H_kin=3.29199358e+02
| H_grad=1.96296946e+00
| H_pot=1.65615519e+02
| g_det=4.6970e-02
| D_drift=3.2108e-01
------------------------------------------------------------
Completed 50 diagnostic intervals in 3431.07s
============================================================
✅ SUCCESS | Steps: 100,000 | Drift: 4.4357%
Time: 3431.11s
⚠️ Large N=256 detected - memory usage will be high
Cells: 65,536, Fields: ~3.0 MB
▶️ Running: κ=0.500 | N=256 | dt=5.0e-06 | steps=100,000
Label: N_star_256
------------------------------------------------------------
⚠️ MEMORY GATE: N=256 - Large grid detected
Estimated memory usage: ~3.0 MB for fields
Total cells: 65,536
============================================================
SERIES 11 — DIAGNOSTICS SOLVER
============================================================
Grid: 256×256, dt=0.000005, κ=0.500
Diagnostics: every 2000 steps
------------------------------------------------------------
Step 0 | H_total = 5.19841022e+02
| H_kin = 0.00000000e+00
| H_grad = 4.26695013e+00
| H_pot = 5.15574072e+02
Step 2000 | H_total=5.19837396e+02 | ΔH/H=6.9745e-06
| H_kin=2.60059902e-01
| H_grad=4.26536079e+00
| H_pot=5.15311976e+02
| g_det=1.5645e-01
| D_drift=4.0038e-01
Step 4000 | H_total=5.19826441e+02 | ΔH/H=2.8050e-05
| H_kin=1.03920700e+00
| H_grad=4.26059760e+00
| H_pot=5.14526636e+02
| g_det=1.5624e-01
| D_drift=4.0023e-01
Step 6000 | H_total=5.19807922e+02 | ΔH/H=6.3673e-05
| H_kin=2.33435420e+00
| H_grad=4.25267466e+00
| H_pot=5.13220893e+02
| g_det=1.5590e-01
| D_drift=3.9998e-01
Step 8000 | H_total=5.19781457e+02 | ΔH/H=1.1458e-04
| H_kin=4.14038351e+00
| H_grad=4.24161527e+00
| H_pot=5.11399458e+02
| g_det=1.5543e-01
| D_drift=3.9964e-01
Step 10000 | H_total=5.19746515e+02 | ΔH/H=1.8180e-04
| H_kin=6.45018417e+00
| H_grad=4.22745182e+00
| H_pot=5.09068879e+02
| g_det=1.5482e-01
| D_drift=3.9920e-01
Step 12000 | H_total=5.19702430e+02 | ΔH/H=2.6660e-04
| H_kin=9.25470565e+00
| H_grad=4.21022563e+00
| H_pot=5.06237499e+02
| g_det=1.5407e-01
| D_drift=3.9866e-01
Step 14000 | H_total=5.19648406e+02 | ΔH/H=3.7053e-04
| H_kin=1.25430246e+01
| H_grad=4.18998675e+00
| H_pot=5.02915394e+02
| g_det=1.5320e-01
| D_drift=3.9803e-01
Step 16000 | H_total=5.19583528e+02 | ΔH/H=4.9533e-04
| H_kin=1.63024248e+01
| H_grad=4.16679366e+00
| H_pot=4.99114310e+02
| g_det=1.5220e-01
| D_drift=3.9731e-01
Step 18000 | H_total=5.19506780e+02 | ΔH/H=6.4297e-04
| H_kin=2.05184901e+01
| H_grad=4.14071302e+00
| H_pot=4.94847577e+02
| g_det=1.5107e-01
| D_drift=3.9651e-01
Step 20000 | H_total=5.19417053e+02 | ΔH/H=8.1558e-04
| H_kin=2.51752077e+01
| H_grad=4.11181929e+00
| H_pot=4.90130026e+02
| g_det=1.4981e-01
| D_drift=3.9562e-01
Step 22000 | H_total=5.19313161e+02 | ΔH/H=1.0154e-03
| H_kin=3.02550824e+01
| H_grad=4.08019435e+00
| H_pot=4.84977884e+02
| g_det=1.4844e-01
| D_drift=3.9464e-01
Step 24000 | H_total=5.19193863e+02 | ΔH/H=1.2449e-03
| H_kin=3.57392587e+01
| H_grad=4.04592711e+00
| H_pot=4.79408677e+02
| g_det=1.4695e-01
| D_drift=3.9359e-01
Step 26000 | H_total=5.19057872e+02 | ΔH/H=1.5065e-03
| H_kin=4.16076512e+01
| H_grad=4.00911306e+00
| H_pot=4.73441108e+02
| g_det=1.4534e-01
| D_drift=3.9246e-01
Step 28000 | H_total=5.18903880e+02 | ΔH/H=1.8027e-03
| H_kin=4.78390806e+01
| H_grad=3.96985377e+00
| H_pot=4.67094946e+02
| g_det=1.4363e-01
| D_drift=3.9126e-01
Step 30000 | H_total=5.18730570e+02 | ΔH/H=2.1361e-03
| H_kin=5.44114145e+01
| H_grad=3.92825646e+00
| H_pot=4.60390899e+02
| g_det=1.4180e-01
| D_drift=3.8999e-01
Step 32000 | H_total=5.18536636e+02 | ΔH/H=2.5092e-03
| H_kin=6.13017110e+01
| H_grad=3.88443343e+00
| H_pot=4.53350491e+02
| g_det=1.3988e-01
| D_drift=3.8865e-01
Step 34000 | H_total=5.18320799e+02 | ΔH/H=2.9244e-03
| H_kin=6.84863649e+01
| H_grad=3.83850162e+00
| H_pot=4.45995933e+02
| g_det=1.3785e-01
| D_drift=3.8725e-01
Step 36000 | H_total=5.18081829e+02 | ΔH/H=3.3841e-03
| H_kin=7.59412529e+01
| H_grad=3.79058200e+00
| H_pot=4.38349994e+02
| g_det=1.3574e-01
| D_drift=3.8579e-01
Step 38000 | H_total=5.17818551e+02 | ΔH/H=3.8906e-03
| H_kin=8.36418794e+01
| H_grad=3.74079908e+00
| H_pot=4.30435873e+02
| g_det=1.3353e-01
| D_drift=3.8427e-01
Step 40000 | H_total=5.17529873e+02 | ΔH/H=4.4459e-03
| H_kin=9.15635190e+01
| H_grad=3.68928037e+00
| H_pot=4.22277073e+02
| g_det=1.3124e-01
| D_drift=3.8270e-01
Step 42000 | H_total=5.17214788e+02 | ΔH/H=5.0520e-03
| H_kin=9.96813554e+01
| H_grad=3.63615586e+00
| H_pot=4.13897276e+02
| g_det=1.2886e-01
| D_drift=3.8108e-01
Step 44000 | H_total=5.16872395e+02 | ΔH/H=5.7106e-03
| H_kin=1.07970617e+02
| H_grad=3.58155747e+00
| H_pot=4.05320221e+02
| g_det=1.2642e-01
| D_drift=3.7941e-01
Step 46000 | H_total=5.16501908e+02 | ΔH/H=6.4233e-03
| H_kin=1.16406704e+02
| H_grad=3.52561853e+00
| H_pot=3.96569586e+02
| g_det=1.2390e-01
| D_drift=3.7769e-01
Step 48000 | H_total=5.16102666e+02 | ΔH/H=7.1913e-03
| H_kin=1.24965314e+02
| H_grad=3.46847333e+00
| H_pot=3.87668879e+02
| g_det=1.2131e-01
| D_drift=3.7593e-01
Step 50000 | H_total=5.15674142e+02 | ΔH/H=8.0157e-03
| H_kin=1.33622555e+02
| H_grad=3.41025656e+00
| H_pot=3.78641330e+02
| g_det=1.1867e-01
| D_drift=3.7412e-01
Step 52000 | H_total=5.15215948e+02 | ΔH/H=8.8971e-03
| H_kin=1.42355054e+02
| H_grad=3.35110288e+00
| H_pot=3.69509791e+02
| g_det=1.1597e-01
| D_drift=3.7228e-01
Step 54000 | H_total=5.14727844e+02 | ΔH/H=9.8360e-03
| H_kin=1.51140055e+02
| H_grad=3.29114648e+00
| H_pot=3.60296643e+02
| g_det=1.1322e-01
| D_drift=3.7040e-01
Step 56000 | H_total=5.14209739e+02 | ΔH/H=1.0833e-02
| H_kin=1.59955509e+02
| H_grad=3.23052063e+00
| H_pot=3.51023709e+02
| g_det=1.1043e-01
| D_drift=3.6848e-01
Step 58000 | H_total=5.13661693e+02 | ΔH/H=1.1887e-02
| H_kin=1.68780157e+02
| H_grad=3.16935728e+00
| H_pot=3.41712179e+02
| g_det=1.0760e-01
| D_drift=3.6654e-01
Step 60000 | H_total=5.13083920e+02 | ΔH/H=1.2998e-02
| H_kin=1.77593600e+02
| H_grad=3.10778670e+00
| H_pot=3.32382534e+02
| g_det=1.0473e-01
| D_drift=3.6456e-01
Step 62000 | H_total=5.12476786e+02 | ΔH/H=1.4166e-02
| H_kin=1.86376360e+02
| H_grad=3.04593712e+00
| H_pot=3.23054489e+02
| g_det=1.0183e-01
| D_drift=3.6255e-01
Step 64000 | H_total=5.11840803e+02 | ΔH/H=1.5390e-02
| H_kin=1.95109936e+02
| H_grad=2.98393440e+00
| H_pot=3.13746933e+02
| g_det=9.8905e-02
| D_drift=3.6051e-01
Step 66000 | H_total=5.11176633e+02 | ΔH/H=1.6667e-02
| H_kin=2.03776846e+02
| H_grad=2.92190176e+00
| H_pot=3.04477885e+02
| g_det=9.5961e-02
| D_drift=3.5845e-01
Step 68000 | H_total=5.10485076e+02 | ΔH/H=1.7998e-02
| H_kin=2.12360661e+02
| H_grad=2.85995949e+00
| H_pot=2.95264455e+02
| g_det=9.3002e-02
| D_drift=3.5636e-01
Step 70000 | H_total=5.09767069e+02 | ΔH/H=1.9379e-02
| H_kin=2.20846033e+02
| H_grad=2.79822474e+00
| H_pot=2.86122812e+02
| g_det=9.0031e-02
| D_drift=3.5425e-01
Step 72000 | H_total=5.09023677e+02 | ΔH/H=2.0809e-02
| H_kin=2.29218711e+02
| H_grad=2.73681126e+00
| H_pot=2.77068156e+02
| g_det=8.7054e-02
| D_drift=3.5212e-01
Step 74000 | H_total=5.08256088e+02 | ΔH/H=2.2286e-02
| H_kin=2.37465552e+02
| H_grad=2.67582932e+00
| H_pot=2.68114706e+02
| g_det=8.4075e-02
| D_drift=3.4996e-01
Step 76000 | H_total=5.07465602e+02 | ΔH/H=2.3806e-02
| H_kin=2.45574528e+02
| H_grad=2.61538544e+00
| H_pot=2.59275689e+02
| g_det=8.1099e-02
| D_drift=3.4779e-01
Step 78000 | H_total=5.06653628e+02 | ΔH/H=2.5368e-02
| H_kin=2.53534715e+02
| H_grad=2.55558236e+00
| H_pot=2.50563331e+02
| g_det=7.8129e-02
| D_drift=3.4559e-01
Step 80000 | H_total=5.05821676e+02 | ΔH/H=2.6969e-02
| H_kin=2.61336293e+02
| H_grad=2.49651888e+00
| H_pot=2.41988864e+02
| g_det=7.5170e-02
| D_drift=3.4338e-01
Step 82000 | H_total=5.04971350e+02 | ΔH/H=2.8604e-02
| H_kin=2.68970531e+02
| H_grad=2.43828982e+00
| H_pot=2.33562530e+02
| g_det=7.2226e-02
| D_drift=3.4115e-01
Step 84000 | H_total=5.04104358e+02 | ΔH/H=3.0272e-02
| H_kin=2.76429777e+02
| H_grad=2.38098596e+00
| H_pot=2.25293595e+02
| g_det=6.9300e-02
| D_drift=3.3890e-01
Step 86000 | H_total=5.03222532e+02 | ΔH/H=3.1968e-02
| H_kin=2.83707473e+02
| H_grad=2.32469400e+00
| H_pot=2.17190365e+02
| g_det=6.6396e-02
| D_drift=3.3664e-01
Step 88000 | H_total=5.02328032e+02 | ΔH/H=3.3689e-02
| H_kin=2.90798330e+02
| H_grad=2.26949658e+00
| H_pot=2.09260206e+02
| g_det=6.3518e-02
| D_drift=3.3436e-01
Step 90000 | H_total=5.01422822e+02 | ΔH/H=3.5430e-02
| H_kin=2.97697785e+02
| H_grad=2.21547230e+00
| H_pot=2.01509565e+02
| g_det=6.0669e-02
| D_drift=3.3210e-01
Step 92000 | H_total=5.00507573e+02 | ΔH/H=3.7191e-02
| H_kin=3.04400864e+02
| H_grad=2.16269570e+00
| H_pot=1.93944013e+02
| g_det=5.7853e-02
| D_drift=3.2986e-01
Step 94000 | H_total=4.99584541e+02 | ΔH/H=3.8967e-02
| H_kin=3.10905031e+02
| H_grad=2.11123729e+00
| H_pot=1.86568272e+02
| g_det=5.5072e-02
| D_drift=3.2764e-01
Step 96000 | H_total=4.98654475e+02 | ΔH/H=4.0756e-02
| H_kin=3.17207066e+02
| H_grad=2.06116365e+00
| H_pot=1.79386244e+02
| g_det=5.2329e-02
| D_drift=3.2544e-01
Step 98000 | H_total=4.97719889e+02 | ΔH/H=4.2554e-02
| H_kin=3.23306305e+02
| H_grad=2.01253749e+00
| H_pot=1.72401046e+02
| g_det=4.9628e-02
| D_drift=3.2325e-01
Step 100000 | H_total=4.96781389e+02 | ΔH/H=4.4359e-02
| H_kin=3.29200923e+02
| H_grad=1.96541772e+00
| H_pot=1.65615048e+02
| g_det=4.6970e-02
| D_drift=3.2109e-01
------------------------------------------------------------
Completed 50 diagnostic intervals in 15242.50s
============================================================
✅ SUCCESS | Steps: 100,000 | Drift: 4.4359%
Time: 15242.67s
📊 N* Sweep Results:
----------------------------------------
N | Steps | Drift % | Status
----------------------------------------
16 | 100,000 | 4.4114 | ✅ OK
32 | 100,000 | 4.4306 | ✅ OK
64 | 100,000 | 4.4351 | ✅ OK
128 | 100,000 | 4.4357 | ✅ OK
256 | 100,000 | 4.4359 | ✅ OK
🔬 RUNNING TEST 2: Extended N* Sweep
================================================================================
🔬 TEST 2: Extended N* Sweep
================================================================================
Goal: Confirm N* at higher resolution
Config: κ=0.50, N=[256,512], 50K steps
================================================================================
⚠️ MEMORY GATE: N=256 - Large grid detected
Cells: 65,536, Fields: ~3.0 MB
▶️ Running: κ=0.500 | N=256 | dt=5.0e-06 | steps=50,000
Label: N_extended_256
------------------------------------------------------------
⚠️ MEMORY GATE: N=256 - Large grid detected
Estimated memory usage: ~3.0 MB for fields
Total cells: 65,536
============================================================
SERIES 11 — DIAGNOSTICS SOLVER
============================================================
Grid: 256×256, dt=0.000005, κ=0.500
Diagnostics: every 1000 steps
------------------------------------------------------------
Step 0 | H_total = 5.19841022e+02
| H_kin = 0.00000000e+00
| H_grad = 4.26695013e+00
| H_pot = 5.15574072e+02
Step 1000 | H_total=5.19840117e+02 | ΔH/H=1.7412e-06
| H_kin=6.50311718e-02
| H_grad=4.26655272e+00
| H_pot=5.15508533e+02
| g_det=1.5650e-01
| D_drift=4.0042e-01
Step 2000 | H_total=5.19837396e+02 | ΔH/H=6.9745e-06
| H_kin=2.60059902e-01
| H_grad=4.26536079e+00
| H_pot=5.15311976e+02
| g_det=1.5645e-01
| D_drift=4.0038e-01
Step 3000 | H_total=5.19832846e+02 | ΔH/H=1.5728e-05
| H_kin=5.84892550e-01
| H_grad=4.26337526e+00
| H_pot=5.14984578e+02
| g_det=1.5636e-01
| D_drift=4.0032e-01
Step 4000 | H_total=5.19826441e+02 | ΔH/H=2.8050e-05
| H_kin=1.03920700e+00
| H_grad=4.26059760e+00
| H_pot=5.14526636e+02
| g_det=1.5624e-01
| D_drift=4.0023e-01
Step 5000 | H_total=5.19818147e+02 | ΔH/H=4.4003e-05
| H_kin=1.62255324e+00
| H_grad=4.25702986e+00
| H_pot=5.13938564e+02
| g_det=1.5609e-01
| D_drift=4.0012e-01
Step 6000 | H_total=5.19807922e+02 | ΔH/H=6.3673e-05
| H_kin=2.33435420e+00
| H_grad=4.25267466e+00
| H_pot=5.13220893e+02
| g_det=1.5590e-01
| D_drift=3.9998e-01
Step 7000 | H_total=5.19795712e+02 | ΔH/H=8.7161e-05
| H_kin=3.17390686e+00
| H_grad=4.24753521e+00
| H_pot=5.12374270e+02
| g_det=1.5568e-01
| D_drift=3.9982e-01
Step 8000 | H_total=5.19781457e+02 | ΔH/H=1.1458e-04
| H_kin=4.14038351e+00
| H_grad=4.24161527e+00
| H_pot=5.11399458e+02
| g_det=1.5543e-01
| D_drift=3.9964e-01
Step 9000 | H_total=5.19765084e+02 | ΔH/H=1.4608e-04
| H_kin=5.23283333e+00
| H_grad=4.23491918e+00
| H_pot=5.10297331e+02
| g_det=1.5514e-01
| D_drift=3.9943e-01
Step 10000 | H_total=5.19746515e+02 | ΔH/H=1.8180e-04
| H_kin=6.45018417e+00
| H_grad=4.22745182e+00
| H_pot=5.09068879e+02
| g_det=1.5482e-01
| D_drift=3.9920e-01
Step 11000 | H_total=5.19725662e+02 | ΔH/H=2.2191e-04
| H_kin=7.79124450e+00
| H_grad=4.21921864e+00
| H_pot=5.07715199e+02
| g_det=1.5446e-01
| D_drift=3.9894e-01
Step 12000 | H_total=5.19702430e+02 | ΔH/H=2.6660e-04
| H_kin=9.25470565e+00
| H_grad=4.21022563e+00
| H_pot=5.06237499e+02
| g_det=1.5407e-01
| D_drift=3.9866e-01
Step 13000 | H_total=5.19676715e+02 | ΔH/H=3.1607e-04
| H_kin=1.08391442e+01
| H_grad=4.20047932e+00
| H_pot=5.04637091e+02
| g_det=1.5365e-01
| D_drift=3.9836e-01
Step 14000 | H_total=5.19648406e+02 | ΔH/H=3.7053e-04
| H_kin=1.25430246e+01
| H_grad=4.18998675e+00
| H_pot=5.02915394e+02
| g_det=1.5320e-01
| D_drift=3.9803e-01
Step 15000 | H_total=5.19617385e+02 | ΔH/H=4.3020e-04
| H_kin=1.43647018e+01
| H_grad=4.17875550e+00
| H_pot=5.01073928e+02
| g_det=1.5271e-01
| D_drift=3.9768e-01
Step 16000 | H_total=5.19583528e+02 | ΔH/H=4.9533e-04
| H_kin=1.63024248e+01
| H_grad=4.16679366e+00
| H_pot=4.99114310e+02
| g_det=1.5220e-01
| D_drift=3.9731e-01
Step 17000 | H_total=5.19546706e+02 | ΔH/H=5.6617e-04
| H_kin=1.83543390e+01
| H_grad=4.15410981e+00
| H_pot=4.97038257e+02
| g_det=1.5165e-01
| D_drift=3.9692e-01
Step 18000 | H_total=5.19506780e+02 | ΔH/H=6.4297e-04
| H_kin=2.05184901e+01
| H_grad=4.14071302e+00
| H_pot=4.94847577e+02
| g_det=1.5107e-01
| D_drift=3.9651e-01
Step 19000 | H_total=5.19463611e+02 | ΔH/H=7.2601e-04
| H_kin=2.27928275e+01
| H_grad=4.12661284e+00
| H_pot=4.92544171e+02
| g_det=1.5046e-01
| D_drift=3.9607e-01
Step 20000 | H_total=5.19417053e+02 | ΔH/H=8.1558e-04
| H_kin=2.51752077e+01
| H_grad=4.11181929e+00
| H_pot=4.90130026e+02
| g_det=1.4981e-01
| D_drift=3.9562e-01
Step 21000 | H_total=5.19366954e+02 | ΔH/H=9.1195e-04
| H_kin=2.76633985e+01
| H_grad=4.09634282e+00
| H_pot=4.87607213e+02
| g_det=1.4914e-01
| D_drift=3.9514e-01
Step 22000 | H_total=5.19313161e+02 | ΔH/H=1.0154e-03
| H_kin=3.02550824e+01
| H_grad=4.08019435e+00
| H_pot=4.84977884e+02
| g_det=1.4844e-01
| D_drift=3.9464e-01
Step 23000 | H_total=5.19255517e+02 | ΔH/H=1.1263e-03
| H_kin=3.29478609e+01
| H_grad=4.06338520e+00
| H_pot=4.82244271e+02
| g_det=1.4771e-01
| D_drift=3.9413e-01
Step 24000 | H_total=5.19193863e+02 | ΔH/H=1.2449e-03
| H_kin=3.57392587e+01
| H_grad=4.04592711e+00
| H_pot=4.79408677e+02
| g_det=1.4695e-01
| D_drift=3.9359e-01
Step 25000 | H_total=5.19128035e+02 | ΔH/H=1.3715e-03
| H_kin=3.86267276e+01
| H_grad=4.02783223e+00
| H_pot=4.76473476e+02
| g_det=1.4616e-01
| D_drift=3.9304e-01
Step 26000 | H_total=5.19057872e+02 | ΔH/H=1.5065e-03
| H_kin=4.16076512e+01
| H_grad=4.00911306e+00
| H_pot=4.73441108e+02
| g_det=1.4534e-01
| D_drift=3.9246e-01
Step 27000 | H_total=5.18983209e+02 | ΔH/H=1.6501e-03
| H_kin=4.46793489e+01
| H_grad=3.98978249e+00
| H_pot=4.70314077e+02
| g_det=1.4450e-01
| D_drift=3.9187e-01
Step 28000 | H_total=5.18903880e+02 | ΔH/H=1.8027e-03
| H_kin=4.78390806e+01
| H_grad=3.96985377e+00
| H_pot=4.67094946e+02
| g_det=1.4363e-01
| D_drift=3.9126e-01
Step 29000 | H_total=5.18819722e+02 | ΔH/H=1.9646e-03
| H_kin=5.10840511e+01
| H_grad=3.94934046e+00
| H_pot=4.63786330e+02
| g_det=1.4273e-01
| D_drift=3.9063e-01
Step 30000 | H_total=5.18730570e+02 | ΔH/H=2.1361e-03
| H_kin=5.44114145e+01
| H_grad=3.92825646e+00
| H_pot=4.60390899e+02
| g_det=1.4180e-01
| D_drift=3.8999e-01
Step 31000 | H_total=5.18636261e+02 | ΔH/H=2.3176e-03
| H_kin=5.78182789e+01
| H_grad=3.90661595e+00
| H_pot=4.56911367e+02
| g_det=1.4085e-01
| D_drift=3.8933e-01
Step 32000 | H_total=5.18536636e+02 | ΔH/H=2.5092e-03
| H_kin=6.13017110e+01
| H_grad=3.88443343e+00
| H_pot=4.53350491e+02
| g_det=1.3988e-01
| D_drift=3.8865e-01
Step 33000 | H_total=5.18431533e+02 | ΔH/H=2.7114e-03
| H_kin=6.48587406e+01
| H_grad=3.86172366e+00
| H_pot=4.49711069e+02
| g_det=1.3888e-01
| D_drift=3.8796e-01
Step 34000 | H_total=5.18320799e+02 | ΔH/H=2.9244e-03
| H_kin=6.84863649e+01
| H_grad=3.83850162e+00
| H_pot=4.45995933e+02
| g_det=1.3785e-01
| D_drift=3.8725e-01
Step 35000 | H_total=5.18204281e+02 | ΔH/H=3.1485e-03
| H_kin=7.21815535e+01
| H_grad=3.81478258e+00
| H_pot=4.42207944e+02
| g_det=1.3681e-01
| D_drift=3.8653e-01
Step 36000 | H_total=5.18081829e+02 | ΔH/H=3.3841e-03
| H_kin=7.59412529e+01
| H_grad=3.79058200e+00
| H_pot=4.38349994e+02
| g_det=1.3574e-01
| D_drift=3.8579e-01
Step 37000 | H_total=5.17953299e+02 | ΔH/H=3.6313e-03
| H_kin=7.97623904e+01
| H_grad=3.76591554e+00
| H_pot=4.34424993e+02
| g_det=1.3464e-01
| D_drift=3.8504e-01
Step 38000 | H_total=5.17818551e+02 | ΔH/H=3.8906e-03
| H_kin=8.36418794e+01
| H_grad=3.74079908e+00
| H_pot=4.30435873e+02
| g_det=1.3353e-01
| D_drift=3.8427e-01
Step 39000 | H_total=5.17677452e+02 | ΔH/H=4.1620e-03
| H_kin=8.75766231e+01
| H_grad=3.71524863e+00
| H_pot=4.26385581e+02
| g_det=1.3239e-01
| D_drift=3.8350e-01
Step 40000 | H_total=5.17529873e+02 | ΔH/H=4.4459e-03
| H_kin=9.15635190e+01
| H_grad=3.68928037e+00
| H_pot=4.22277073e+02
| g_det=1.3124e-01
| D_drift=3.8270e-01
Step 41000 | H_total=5.17375690e+02 | ΔH/H=4.7425e-03
| H_kin=9.55994634e+01
| H_grad=3.66291064e+00
| H_pot=4.18113316e+02
| g_det=1.3006e-01
| D_drift=3.8190e-01
Step 42000 | H_total=5.17214788e+02 | ΔH/H=5.0520e-03
| H_kin=9.96813554e+01
| H_grad=3.63615586e+00
| H_pot=4.13897276e+02
| g_det=1.2886e-01
| D_drift=3.8108e-01
Step 43000 | H_total=5.17047057e+02 | ΔH/H=5.3747e-03
| H_kin=1.03806101e+02
| H_grad=3.60903259e+00
| H_pot=4.09631923e+02
| g_det=1.2765e-01
| D_drift=3.8025e-01
Step 44000 | H_total=5.16872395e+02 | ΔH/H=5.7106e-03
| H_kin=1.07970617e+02
| H_grad=3.58155747e+00
| H_pot=4.05320221e+02
| g_det=1.2642e-01
| D_drift=3.7941e-01
Step 45000 | H_total=5.16690708e+02 | ΔH/H=6.0601e-03
| H_kin=1.12171834e+02
| H_grad=3.55374719e+00
| H_pot=4.00965126e+02
| g_det=1.2517e-01
| D_drift=3.7855e-01
Step 46000 | H_total=5.16501908e+02 | ΔH/H=6.4233e-03
| H_kin=1.16406704e+02
| H_grad=3.52561853e+00
| H_pot=3.96569586e+02
| g_det=1.2390e-01
| D_drift=3.7769e-01
Step 47000 | H_total=5.16305918e+02 | ΔH/H=6.8004e-03
| H_kin=1.20672198e+02
| H_grad=3.49718830e+00
| H_pot=3.92136532e+02
| g_det=1.2261e-01
| D_drift=3.7681e-01
Step 48000 | H_total=5.16102666e+02 | ΔH/H=7.1913e-03
| H_kin=1.24965314e+02
| H_grad=3.46847333e+00
| H_pot=3.87668879e+02
| g_det=1.2131e-01
| D_drift=3.7593e-01
Step 49000 | H_total=5.15892092e+02 | ΔH/H=7.5964e-03
| H_kin=1.29283080e+02
| H_grad=3.43949047e+00
| H_pot=3.83169522e+02
| g_det=1.2000e-01
| D_drift=3.7503e-01
Step 50000 | H_total=5.15674142e+02 | ΔH/H=8.0157e-03
| H_kin=1.33622555e+02
| H_grad=3.41025656e+00
| H_pot=3.78641330e+02
| g_det=1.1867e-01
| D_drift=3.7412e-01
------------------------------------------------------------
Completed 50 diagnostic intervals in 7632.33s
============================================================
✅ SUCCESS | Steps: 50,000 | Drift: 0.8016%
Time: 7632.52s
⚠️ MEMORY GATE: N=512 - Large grid detected
Cells: 262,144, Fields: ~12.0 MB
▶️ Running: κ=0.500 | N=512 | dt=5.0e-06 | steps=50,000
Label: N_extended_512
------------------------------------------------------------
⚠️ MEMORY GATE: N=512 - Large grid detected
Estimated memory usage: ~12.0 MB for fields
Total cells: 262,144
============================================================
SERIES 11 — DIAGNOSTICS SOLVER
============================================================
Grid: 512×512, dt=0.000005, κ=0.500
Diagnostics: every 1000 steps
------------------------------------------------------------
Step 0 | H_total = 5.19842200e+02
| H_kin = 0.00000000e+00
| H_grad = 4.26812281e+00
| H_pot = 5.15574077e+02
Step 1000 | H_total=5.19841294e+02 | ΔH/H=1.7416e-06
| H_kin=6.50312208e-02
| H_grad=4.26772521e+00
| H_pot=5.15508538e+02
| g_det=1.5650e-01
| D_drift=4.0042e-01
Step 2000 | H_total=5.19838573e+02 | ΔH/H=6.9758e-06
| H_kin=2.60060137e-01
| H_grad=4.26653280e+00
| H_pot=5.15311981e+02
| g_det=1.5645e-01
| D_drift=4.0038e-01
Step 3000 | H_total=5.19834022e+02 | ΔH/H=1.5731e-05
| H_kin=5.84893117e-01
| H_grad=4.26454649e+00
| H_pot=5.14984583e+02
| g_det=1.5636e-01
| D_drift=4.0032e-01
Step 4000 | H_total=5.19827616e+02 | ΔH/H=2.8054e-05
| H_kin=1.03920804e+00
| H_grad=4.26176777e+00
| H_pot=5.14526640e+02
| g_det=1.5624e-01
| D_drift=4.0023e-01
Step 5000 | H_total=5.19819322e+02 | ΔH/H=4.4010e-05
| H_kin=1.62255490e+00
| H_grad=4.25819869e+00
| H_pot=5.13938568e+02
| g_det=1.5609e-01
| D_drift=4.0012e-01
Step 6000 | H_total=5.19809095e+02 | ΔH/H=6.3683e-05
| H_kin=2.33435663e+00
| H_grad=4.25384188e+00
| H_pot=5.13220896e+02
| g_det=1.5590e-01
| D_drift=3.9998e-01