
================ AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260906_195138 ================
ENGINE VERSION: integrated-post-session-v3 | paired_replays_per_method 5000 | seed_base 202609050001
Captured-card reservoir: 168 cards
Comparable-action definition: same replay hand, branch, decision ordinal, player-rank state and dealer upcard in both independently consumed paths.
A | Observed-card permutation: shuffle only the captured session-card reservoir; no cards added.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 100.85 | Casual mean 98.30
  £200 reach Frozen 30.00% | Casual 20.78% | Mean exposure Frozen 447.72 | Casual 413.21 | Mean maxDD Frozen 91.74 | Casual 83.53
  30-hand completion Frozen 2924 | Casual 3178 | Both 2715
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.10
  Comparable action decisions total: 142155 | Different actions total: 5290 | Mean Comparable Action Differences: 1.0580
B | Full six-deck RNG: generate and uniformly shuffle a fresh 312-card six-deck shoe.
  Frozen median 80.00 | Casual median 92.50 | Frozen mean 99.52 | Casual mean 96.91
  £200 reach Frozen 30.12% | Casual 20.12% | Mean exposure Frozen 450.70 | Casual 413.83 | Mean maxDD Frozen 92.90 | Casual 83.79
  30-hand completion Frozen 3348 | Casual 3519 | Both 3150
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.58
  Comparable action decisions total: 137976 | Different actions total: 5740 | Mean Comparable Action Differences: 1.1480
C1 | Penetration 50%: captured reservoir; reshuffle only remaining cards between hands at 50%.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 102.57 | Casual mean 99.28
  £200 reach Frozen 31.24% | Casual 21.10% | Mean exposure Frozen 451.32 | Casual 415.97 | Mean maxDD Frozen 92.01 | Casual 83.81
  30-hand completion Frozen 2941 | Casual 3209 | Both 2724
  Mean paired final-bankroll difference Frozen-Casual (both completed): 8.95
  Comparable action decisions total: 140693 | Different actions total: 5267 | Mean Comparable Action Differences: 1.0534
C2 | Penetration 65%: captured reservoir; reshuffle only remaining cards between hands at 65%.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 100.66 | Casual mean 99.10
  £200 reach Frozen 29.66% | Casual 21.74% | Mean exposure Frozen 448.78 | Casual 413.48 | Mean maxDD Frozen 91.69 | Casual 83.00
  30-hand completion Frozen 2884 | Casual 3169 | Both 2684
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.39
  Comparable action decisions total: 142117 | Different actions total: 5209 | Mean Comparable Action Differences: 1.0418
C3 | Penetration 75%: captured reservoir; reshuffle only remaining cards between hands at 75%.
  Frozen median 82.50 | Casual median 92.50 | Frozen mean 99.99 | Casual mean 98.65
  £200 reach Frozen 29.92% | Casual 20.44% | Mean exposure Frozen 447.38 | Casual 413.57 | Mean maxDD Frozen 92.37 | Casual 83.58
  30-hand completion Frozen 2888 | Casual 3228 | Both 2707
  Mean paired final-bankroll difference Frozen-Casual (both completed): 5.54
  Comparable action decisions total: 140635 | Different actions total: 5300 | Mean Comparable Action Differences: 1.0600
C4 | Penetration 80%: captured reservoir; reshuffle only remaining cards between hands at 80%.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 101.22 | Casual mean 98.27
  £200 reach Frozen 30.26% | Casual 21.28% | Mean exposure Frozen 444.67 | Casual 410.25 | Mean maxDD Frozen 90.55 | Casual 82.69
  30-hand completion Frozen 2882 | Casual 3147 | Both 2693
  Mean paired final-bankroll difference Frozen-Casual (both completed): 7.04
  Comparable action decisions total: 141248 | Different actions total: 5161 | Mean Comparable Action Differences: 1.0322
D | Physical-style proxy: captured reservoir with deterministic riffle/strip/cut-style mixing.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 102.39 | Casual mean 99.31
  £200 reach Frozen 31.46% | Casual 20.86% | Mean exposure Frozen 448.43 | Casual 413.93 | Mean maxDD Frozen 91.22 | Casual 83.14
  30-hand completion Frozen 2954 | Casual 3226 | Both 2766
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.99
  Comparable action decisions total: 142859 | Different actions total: 5338 | Mean Comparable Action Differences: 1.0676
E | Automatic/continuous proxy: captured reservoir; after each complete hand, used cards return and the full reservoir is remixed.
  Frozen median 85.00 | Casual median 92.50 | Frozen mean 100.73 | Casual mean 99.24
  £200 reach Frozen 30.78% | Casual 20.90% | Mean exposure Frozen 449.54 | Casual 414.73 | Mean maxDD Frozen 92.16 | Casual 83.42
  30-hand completion Frozen 3378 | Casual 3553 | Both 3273
  Mean paired final-bankroll difference Frozen-Casual (both completed): 6.24
  Comparable action decisions total: 164698 | Different actions total: 6062 | Mean Comparable Action Differences: 1.2124
Method E boundary: after each COMPLETE hand, consumed cards return to the captured reservoir and the entire reservoir is remixed; no captured card is added, removed or substituted.
Method D boundary: declared mathematical riffle/strip/cut proxy; not a proprietary casino-shuffler reproduction.
SHUFFLE_ANALYSIS_STATUS | session 20260906_195138 | COMPLETE
================ END AUTOMATIC SHUFFLE ROBUSTNESS | SESSION 20260906_195138 ================
