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=======================================================
  EDDIE TRAINING STATUS — 2x T4 DDP (SPEED EXP)
=======================================================
  Updated      : 2026-09-05 01:04:11 UTC
  Epoch        : 8765
  Train Loss   : 0.805842
  Best Train   : 0.800985
-------------------------------------------------------
  Speed        : 355 samples/s  |  1.5 min/epoch
  Batch/GPU    : 32  |  GPUs: 2
  Grad Accum   : 8  |  Eff BS: 512
  Samples/ep   : 32,000
-------------------------------------------------------
  Architecture : Cortex
  Params       : 2,925,699
  Context      : 1024 bars  |  Features: 5
  Total windows: 501,051,135
  Note: no held-out validation split -- every training example
  is drawn without replacement from ~2.4B windows, so batches
  are effectively unseen data by construction.
=======================================================