=== λ=0.0, seed=42 ===
  [lam=0.0] s=42 ep 10: ||h_L||=1.739e+07 ||g_L||=1.469e-08 acc=0.2969
  [lam=0.0] s=42 ep 20: ||h_L||=5.317e+07 ||g_L||=9.184e-09 acc=0.3203
  [lam=0.0] s=42 ep 30: ||h_L||=6.186e+07 ||g_L||=8.706e-09 acc=0.3359

=== λ=0.0, seed=123 ===
  [lam=0.0] s=123 ep 10: ||h_L||=1.882e+07 ||g_L||=1.185e-08 acc=0.3594
  [lam=0.0] s=123 ep 20: ||h_L||=5.486e+07 ||g_L||=5.954e-09 acc=0.3359
  [lam=0.0] s=123 ep 30: ||h_L||=6.356e+07 ||g_L||=5.435e-09 acc=0.3281

=== λ=0.0, seed=456 ===
  [lam=0.0] s=456 ep 10: ||h_L||=3.018e+07 ||g_L||=8.360e-09 acc=0.2969
  [lam=0.0] s=456 ep 20: ||h_L||=8.696e+07 ||g_L||=4.778e-09 acc=0.3125
  [lam=0.0] s=456 ep 30: ||h_L||=1.007e+08 ||g_L||=4.413e-09 acc=0.3125

=== λ=0.0001, seed=42 ===
  [lam=0.0001] s=42 ep 10: ||h_L||=1.844e+04 ||g_L||=5.279e-06 acc=0.4062
  [lam=0.0001] s=42 ep 20: ||h_L||=2.410e+04 ||g_L||=4.533e-06 acc=0.4219
  [lam=0.0001] s=42 ep 30: ||h_L||=2.508e+04 ||g_L||=4.374e-06 acc=0.4297

=== λ=0.0001, seed=123 ===
  [lam=0.0001] s=123 ep 10: ||h_L||=1.635e+04 ||g_L||=6.123e-06 acc=0.4141
  [lam=0.0001] s=123 ep 20: ||h_L||=2.193e+04 ||g_L||=5.118e-06 acc=0.4219
  [lam=0.0001] s=123 ep 30: ||h_L||=2.282e+04 ||g_L||=5.030e-06 acc=0.4062

=== λ=0.0001, seed=456 ===
  [lam=0.0001] s=456 ep 10: ||h_L||=1.839e+04 ||g_L||=5.859e-06 acc=0.3828
  [lam=0.0001] s=456 ep 20: ||h_L||=2.467e+04 ||g_L||=4.814e-06 acc=0.4141
  [lam=0.0001] s=456 ep 30: ||h_L||=2.594e+04 ||g_L||=4.686e-06 acc=0.3672

=== λ=0.01, seed=42 ===
  [lam=0.01] s=42 ep 10: ||h_L||=7.327e+03 ||g_L||=1.697e-05 acc=0.4141
  [lam=0.01] s=42 ep 20: ||h_L||=1.143e+04 ||g_L||=1.369e-05 acc=0.3672
  [lam=0.01] s=42 ep 30: ||h_L||=1.215e+04 ||g_L||=1.315e-05 acc=0.3672

=== λ=0.01, seed=123 ===
  [lam=0.01] s=123 ep 10: ||h_L||=7.894e+03 ||g_L||=1.401e-05 acc=0.4375
  [lam=0.01] s=123 ep 20: ||h_L||=1.239e+04 ||g_L||=1.115e-05 acc=0.3984
  [lam=0.01] s=123 ep 30: ||h_L||=1.324e+04 ||g_L||=1.083e-05 acc=0.3984

=== λ=0.01, seed=456 ===
  [lam=0.01] s=456 ep 10: ||h_L||=7.444e+03 ||g_L||=1.633e-05 acc=0.3594
  [lam=0.01] s=456 ep 20: ||h_L||=1.157e+04 ||g_L||=1.289e-05 acc=0.3594
  [lam=0.01] s=456 ep 30: ||h_L||=1.236e+04 ||g_L||=1.259e-05 acc=0.3750

Saved: results/dfa_canonical_penalty_trajectory.json