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At Amazon EKS scale, GPU nodes fail constantly from PCIe bus drops and wedged runtimes. A custom node monitoring agent automates detection and remediation, replacing the manual human-paced cycle of cordoning, draining, and terminating instances that previously left workloads degraded for hours.
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