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Author

Renyu Yang

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Jul 2026

SpecBox: Speculative Sandbox Scheduling for Efficient LLM Agent Serving

This work presents SpecBox, a runtime built around speculative sandbox preallocation tailored for dynamic LLM agent execution pipelines, and implements keyword matching and streaming semantic embedding to enable intent-driven sandbox prewarming, which identifies pending tool execution demands mid-LLM token generation a...

Yi-Hui Zhang, Tian-Yu Wo, Jing-Hao Wang et al. · 1 citation
Preprint Aug 2026

ElastiCo: Elastic Configuration and Interference-Aware Orchestration for GPU Clusters

ElastiCo is presented, an elastic co-location framework that enables training and inference workloads to safely share GPUs through three integrated mechanisms that decomposes the resulting multi-resource allocation problem into per-job configuration selection subproblems via dynamic per-resource shadow prices.

Jing-Hao Wang, Yi-Hang Zhou, Xiaoyang Sun et al. · 0 citations

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