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anomaly detection 1autoscaling 1kubernetes 1resource optimization 1safety mechanisms 1

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cs.DC2026

Safety-Gated Autoscaling: A Multi-Layered Defense Architecture for Kubernetes Vertical Resource Optimization

Azra Karakaya, Erva Şengül, Ahmet Kaplan

The paper presents Safety-Gated Autoscaling, an open‑source Kubernetes operator that uses a five‑layer safety pipeline—including a memory‑leak detector—to automatically right‑size…