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paired runs used sample_config(ChallengeConfig(), ParameterVariance(), seed), 2000 steps, fresh strategy instances, and no workers or sandbox. Spread validation checked initial rival ask-bid equals 2s-1 for every seed. No failures or duplicate/missing seeds."}