Give your agents their own machine: what CPU contention costs a parallel herd
Running Claude Code sessions in parallel needs hardware that isn't doing anything else. Load-matched production data puts a dedicated machine 40% ahead at moderate concurrency, and a spot m9g.xlarge comfortably holds ten sessions at once.
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