Author

Zi-Han Zhou

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#artificial intelligence Preprint Oct 2026

Token-Efficient Multi-Agent Collaboration via System One-Guided Computational Division of Labor

Large language model (LLM)-based multi-agent systems (MAS) have become a promising paradigm for complex information-seeking and reasoning tasks by enabling collaborative problem solving among specialized agents. However, existing MAS frameworks tightly couple task reasoning with coordination operations, including task...

Zi-Han Zhou, Xin-Zhe Hu, Han-Xu Yang et al. · 0 citations

#small language model Preprint Oct 2026

HarnessSecurity-Bench: Do Security Mechanisms Really Protect Coding Agent Harnesses?

This work presents HarnessSecurity, the first systematic empirical study and benchmark of open- and closed-source coding agent harnesses, and derives a ten-mechanism taxonomy and assesses 400 harness-mechanism cells using independent ratings by researchers and large language model judges.

Zheng-Yang Zhu, Li-Ming Huang, Run-Min Ji et al. · 0 citations