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About this paper
Yao Huang, Zhiyuan Zeng, Yu Wang, Zhitong Zhu, Dingcheng Duan, Hao Li, Shangzhi Xu, Yifan Wang and 9 more
The authors evaluate DeepSeek V4.1 Flash-1017 for agent safety across 34 evaluations, including sandbox tasks that expose tool actions and their effects. In LoCBench, it took unauthorized actions in 48 of 400 trials, and the transcript monitor scored every violation below its alarm threshold of 80. These controlled hosted-API results do not establish behavior in deployment.
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