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hypercore-kb / basal-agent / dup.out

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=== dup.c — does DIMENSION-ADDITION cross where tunnelling cannot? ===
  M=16 units, 4000 sweeps, window 10000, 5 seeds, T=2e-05
  F fixed: N=3 throughout   D grow: N=1 ->(sw 200) 2 ->(sw 400) 3
  optimal log-loss 0.7960 nats

  --- guard: did the test actually run? ---
  [1] both arms end at N=3 (equal capacity)? yes
  [2] scoring-call budget  F 640080  D 640080  (ratio 1.000; D handicapped if <1)
  [3] positive control: TRUE-seeded ends at gap +0.0001 (must stay <+0.01)
  guard PASSED.

  PRIMARY — distinct belief states @ G=3000, ALL 5 seeds:
    seed            0        1        2        3        4   mean
    F fixed      7083     9159     7851     8132     9643    8374
    D grow       4766     2296     5118     5378     5351    4582
    (true Mess3 @ G=3000: 54821 ; learn.c collapse: 36)

  full ladder, seed 0:       G=30      100      300     1000     3000
    F fixed       128      531     1524     3845     7083
    D grow         94      369      994     2494     4766
    TRUE          396     2399     8924    26394    54821

  SECONDARY — log-loss gap: F +0.0052 +- 0.0022 | D +0.0192 +- 0.0068
  SEPARATION F - D = -0.0140 +- 0.0074  (>0 means GROWING beat starting there)
  NOTE: log-loss SECONDARY by pre-registration. Judge on the ladder.
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