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The role keeps a large-scale GPU cloud platform reliable by triaging production incidents, tracing failures to root cause, and building monitoring, alerting, and remediation automation. Engineers write Python or Go tooling, join on-call rotations and post-mortems, and validate firmware and configuration changes before they reach production. It requires 3 to 5 years of coding experience, solid Linux and systems fundamentals, and an interest in infrastructure reliability over application development.