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Scale before the spike: Predictive autoscaling for GPU workloads on Kubernetes

The 3 AM Call We got paged one Tuesday morning. A critical production service had crashed under traffic—not gradually degraded, but crashed. Hundreds of pending pods. Users were seeing 15–20% error rates. The incident postmortem was…

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