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For a bandwidth-sensitive benchmark, concurrent jobs would share the network to the Hub/bucket and corrupt throughput numbers. Chain the matrix jobs with --dependency=afterany (captured via `sbatch --parsable`) so SLURM runs exactly one at a time while keeping each config an isolated job (own log + per-job OOM reporting). afterany keeps the chain going if one job fails/OOMs. SERIAL=0 restores parallel submission for OOM-isolation-only testing. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>