Author

Chieh-Jan Mike Liang

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Preprint Aug 2026

OpScale: Operator-level Provisioning and Autoscaling for LLM Serving

OpScale is presented, a practical operator-level orchestration framework of profiling, provisioning, placement, and runtime serving that attains SLOs with up to 36.3% fewer GPUs and 28% less power, or achieves 44% higher throughput under fixed cost budgets.

Xingqi Cui, Chieh-Jan Mike Liang, Ziang Tang et al. · 0 citations