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  "limits": [
    "Observational comparison of two training checkpoints, not a causal ablation.",
    "Six constructed scenarios, not a full-game win rate or an independent held-out strength result.",
    "Local filesystem paths and nonbundled evidence links removed for public export."
  ]
}