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  "method": "Separate conditional softmax pick/ban heads; shared champion-independent coefficients; legal masking and latent flex-role integration.",
  "evaluation_scope": "Retrospective conditional S15 knockout audit (28 games); existing upstream versions are S15-informed, not a blind end-to-end forecast.",
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