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training_status.txt

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 =======================================================
   EDDIE TRAINING STATUS — 2x T4 DDP (SPEED EXP)
 =======================================================
-  Updated      : 2026-09-16 06:32:22 UTC
-  Epoch        : 3285
-  Train CE     : 0.818955
+  Updated      : 2026-09-16 06:40:12 UTC
+  Epoch        : 3290
+  Train CE     : 0.818512
   Best CE      : 0.809309
   Cortex base  : nan
-  U-loss (Huber): 0.108688
-  Total loss   : 0.927643
+  U-loss (Huber): 0.109876
+  Total loss   : 0.928389
 -------------------------------------------------------
   u target     : excess  (signed excess of p; ~0 = trust p)
-  excess mean  : -0.0004   (p calibrated on avg if ~0)
-  u mean       : -0.0418   (should track excess mean)
-  u corr       : 0.0098   (Pearson u vs realized excess)
-  u R^2        : -0.0336   (>0 = beats constant)
-  u spread     : +0.0011   (excess top-q u minus bottom-q u; want >0)
-  const Huber  : 0.1115   (u useful if U-loss < this: YES)
+  excess mean  : +0.0027   (p calibrated on avg if ~0)
+  u mean       : -0.0417   (should track excess mean)
+  u corr       : 0.0072   (Pearson u vs realized excess)
+  u R^2        : -0.0331   (>0 = beats constant)
+  u spread     : +0.0010   (excess top-q u minus bottom-q u; want >0)
+  const Huber  : 0.1138   (u useful if U-loss < this: YES)
 -------------------------------------------------------
-  Speed        : 342 samples/s  |  1.6 min/epoch
+  Speed        : 343 samples/s  |  1.6 min/epoch
   Batch/GPU    : 32  |  GPUs: 2
   Grad Accum   : 8  |  Eff BS: 512
   Samples/ep   : 32,000