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ChallengeConfig and ParameterVariance; 2000 steps; serial in-process runs. Both strategies ran on each seed. Spread is derived from first competitor quotes. Differences and statistics use unrounded edges; per_seed d is rounded to six decimals. SE is sample SD divided by sqrt(n); timings cover engine.run only. No tuning."}