Author

Lu Jia

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#artificial intelligence Preprint Jun 2026

ForesightSafety-SAGE:A Fully Automated Scenario Generation and Safety Evaluation Framework for LLM Agents

ForesightSafety-SAGE is introduced, a fully automated scenario generation and safety evaluation framework for LLM agents that demonstrates the importance of executable, process-level evaluation for understanding and improving LLM agent safety.

Lu Jia, Haibo Tong, Feifei Zhao et al. · 0 citations

Preprint Aug 2026

When Truth Is Distributed: Misinformation Derails Collective Fact Recovery in LLM-Based Multi-Agent Systems

ForesightSafety-TIDE, a controlled evaluation framework that strictly pairs all-honest collaboration with controlled deception by a key evidence holder and analyzes the aggregation process through multi-stage voting, testimony adoption, and evidence-root lineage propagation, reveals both the fragility of distributed fa...

Chen Yan, Zeyang Yue, Fei-Fei Zhao et al. · 3 citations