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Qibing Ren

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#artificial intelligence Preprint Sep 2026

Financial Fragility in Societies of LLM Agents: Coordination Failures and Stabilizing Mechanisms

FRAIL, a controlled experimental framework that places LLM agents in three dynamic financial environments, shows that individually capable agents do not automatically form safe financial systems, highlighting system-level evaluation and interaction design as central problems for financial AI safety.

Zhen-Hao Fu, Rui-Peng Xu, Qi-Bing Ren · 0 citations
Preprint Aug 2026

Beyond Direct Access: Resource Hijacking in LLM Agents

This work is the first to identify and systematically study agent resource hijacking, a security blind spot in which attackers induce agents to invoke, consume, transfer, or control high-value resources for their own goals without directly obtaining those resources or their credentials.

Puyu Zeng, Qibing Ren · 0 citations

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