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training_status.txt

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 =======================================================
   EDDIE TRAINING STATUS — 2x T4 DDP (SPEED EXP)
 =======================================================
-  Updated      : 2026-09-16 06:48:03 UTC
-  Epoch        : 3295
-  Train CE     : 0.818778
+  Updated      : 2026-09-16 06:55:55 UTC
+  Epoch        : 3300
+  Train CE     : 0.817206
   Best CE      : 0.809309
   Cortex base  : nan
-  U-loss (Huber): 0.109683
-  Total loss   : 0.928461
+  U-loss (Huber): 0.109406
+  Total loss   : 0.926612
 -------------------------------------------------------
   u target     : excess  (signed excess of p; ~0 = trust p)
-  excess mean  : +0.0007   (p calibrated on avg if ~0)
-  u mean       : -0.0419   (should track excess mean)
-  u corr       : 0.0126   (Pearson u vs realized excess)
-  u R^2        : -0.0334   (>0 = beats constant)
-  u spread     : +0.0061   (excess top-q u minus bottom-q u; want >0)
-  const Huber  : 0.1120   (u useful if U-loss < this: YES)
+  excess mean  : +0.0005   (p calibrated on avg if ~0)
+  u mean       : -0.0421   (should track excess mean)
+  u corr       : 0.0032   (Pearson u vs realized excess)
+  u R^2        : -0.0323   (>0 = beats constant)
+  u spread     : -0.0004   (excess top-q u minus bottom-q u; want >0)
+  const Huber  : 0.1130   (u useful if U-loss < this: YES)
 -------------------------------------------------------
   Speed        : 341 samples/s  |  1.6 min/epoch
   Batch/GPU    : 32  |  GPUs: 2