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commit b244530ee2a6247b5f930830eeca9dd950da0e7e, unmodified; Python 3.12.3. Serial in-process; no sandbox or workers.","For each seed, sample_config(ChallengeConfig(), ParameterVariance(), seed=s); T then candidate using the same cfg, loading a fresh strategy factory for each run.","Aggregates and rankings use unrounded candidate.total_edge - T.total_edge; per_seed differences rounded to six decimals. Timings include factory loading, engine creation and run, averaged across seeds.","The only read of ON['premium'] in the hash-verified strategy is `4 not in ON['premium']`, inside the spread-4 qask branch. Both () and (2,) exclude 4, so this requested flip leaves behavior unchanged. All 500 paired differences are exactly zero.","All best/worst differences tie at zero; ties are ordered by ascending seed. seeds.end is inclusive. No dependencies were installed."]}
