Author

Jiarong Xing

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#artificial intelligence May 2026

TwinRouterBench: Fast Static and Live Dynamic Evaluation for Realistic Agentic LLM Routing

TwinRouterBench is introduced, a step-level routing benchmark with two tracks that supports fast offline iteration followed by end-to-end validation under live agent execution, and success is measured by official task resolution and realized API spend.

Pei Yang, Wan-Yi Chen, Tong Yang et al. · arXiv.org · 6 citations

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 T. Tang et al. · 0 citations