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~2min sequential runs were painful. Added pytest-xdist and -n auto to run across all available cores. Tests already isolate state via tmp_path fixtures so no changes needed to test code. Local: 2677 passed in ~30s. CI gets 4 vCPUs on ubuntu-latest.