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Shao-Wen Wang

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#natural language process... Preprint Sep 2026

HarnessDev: Can LLMs Create and Evolve Their Own Agent Harness?

It is found that generated harnesses remain substantially behind mature human-engineered references on code and on search and research, while matching or exceeding the selected references on writing and machine-learning experimentation, with large variation in execution cost.

Yu-Hao Wu, Jing-Yuan Zhang, Jia-Jun Shi et al. · 12 citations · ⚡1
#artificial intelligence Preprint Aug 2026

Pro-Router: Token-Aware Progressive Model Routing with Adaptive Edge-Cloud Collaboration for Efficient Multimodal LLM Inference

Pro-Router is proposed, a token-aware progressive model routing method with adaptive edge-cloud collaboration for efficient multimodal LLM inference and achieves the highest routing accuracy and improves routing speed by more than 10x.

Xin-Yuan Gui, Shao-Wen Wang, Sheng Sun et al. · 0 citations

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