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A bash-first survival guide for Linux AI practitioners: install a lean cross-distro toolbox, then run five copy-pasteable checklists - environment sanity, dependencies/native builds, data validation, runtime/perf tracing, and networking - to pinpoint root causes fast, boost reproducibility, and fix common failures, with mini playbooks and a drop-in ai-env-diag.sh for shareable bug reports.