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Peng-Tu Li

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Preprint Oct 2026

AgentWeave: Efficient Distributed Agent Serving via Flow Decomposition

Agent applications are evolving into workflows composed of large language model (LLM) calls and tool invocations, termed modules. Existing distributed agent systems typically adopt a disaggregated architecture, deploying different modules on separate devices. While this enables pipeline parallelism, imbalanced module l...

Kai-Bin Guo, Peng-Tu Li, Zi-Cong Hong et al. · 0 citations
Preprint Jul 2026

Hawk: Harnessing Hardware-Aware Knowledge for High-Performance NPU Kernel Generation

Hawk is a training-free framework that harnesses hardware-aware knowledge through three core modules that elevates generation accuracy from 49.4% to 80.0%, while achieving up to a 2.2x execution speedup over state-of-the-art baselines.

Junyi Wen, Ruiyan Zhuang, Yongjia Xu et al. · 0 citations

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