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commit b244530ee2a6247b5f930830eeca9dd950da0e7e, unmodified; Python 3.12.3; serial in-process; no sandbox or workers.","Each seed samples cfg via runner.sample_config(ChallengeConfig(), ParameterVariance(), seed=s); runs T then CANDIDATE with the same cfg and seed and a separate loader.load_strategy_factory call per run.","d = CANDIDATE.total_edge - T.total_edge. Aggregates use unrounded differences; per_seed, worst and best round d to six decimal places. SE is sample standard deviation divided by sqrt(n).","seconds_per_simulation is mean wall time including strategy loading and SimulationEngine.run().","T verified against the artifact code string; candidate differs only by removing 4 from ON.cancel. No tuning."]}