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+Using device: cuda:0
+
+============================================================
+Seed 42
+============================================================
+
+--- State Bridge ---
+ [SB] Epoch 1: loss=2.0475, train=0.2466, test=0.2730, state_err=0.2454
+ [SB] Epoch 10: loss=1.7100, train=0.3957, test=0.4162, state_err=0.0916
+ [SB] Epoch 20: loss=1.6214, train=0.4307, test=0.4463, state_err=0.0700
+ [SB] Epoch 30: loss=1.5901, train=0.4447, test=0.4564, state_err=0.0439
+ Final test acc: 0.4564
+
+--- Credit Bridge ---
+ [CB] Warmup phase: 6 epochs (DFA fallback + value net training)
+ [CB] Epoch 1 (warmup): loss=1.9964, train=0.2772, test=0.3299, vloss=0.666879
+ [CB] Epoch 10 (blend=0.67): loss=1.9112, train=0.3191, test=0.3456, vloss=0.055581
+ [CB] Epoch 20 (blend=1.00): loss=1.8719, train=0.3363, test=0.3546, vloss=0.020539
+ [CB] Epoch 30 (blend=1.00): loss=1.8736, train=0.3438, test=0.3596, vloss=0.014528
+ Final test acc: 0.3596
+
+All results saved to results/round38_sbcb_penalty_30ep/results_cifar10.json