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Author

Chun-Ming Hu

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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
Review Open access Aug 2026

Collective Communication for Distributed LLM Systems: Planning, Runtime Adaptation, and Computation Coordination

This paper presents a tutorial-style, collective-centric taxonomy for collective communication, which organizes recent advances into three layers: communication planning, which generates topology-aware collective schedules; communication execution and adaptation, which maps these schedules onto GPU runtimes and hardwar...

Xue-Bin Song, Menghao Zhang, Yue Liu et al. · 0 citations
Book Open access Aug 2026

HyLink: Harnessing PCIe and Dedicated Interconnects for Efficient Collective Communication

HyLink is introduced, a two-layer collective communication framework, including a PCIe CCL module and a Multipath Orchestrator module that provides a CPU-driven Domain-Specific Language (DSL) for multi-stage data flows and an auto-pipelined transfer engine for host-side routing and SIMD-accelerated reduction.

Yue Liu, Menghao Zhang, Xuebin Song et al. · 0 citations

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