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Yuchong Xie

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#artificial intelligence Preprint Oct 2026

Last Secure Code Benchmark: Is the Code You Vibe Secure?

AI coding agents now write much of the code that ships, yet whether that code is secure remains unclear. We introduce the Last Secure Code Benchmark, a comprehensive evaluation of secure code generation by coding agents. Built from 150 real vulnerabilities, its 450 tasks span seven widely used languages (Java, C, C++,...

Tian-Yi Wu, Chao Ge, Peng Chen et al. · 0 citations
Preprint May 2026

Rewriting the Response Path: Silent Tampering and Provider-Signed Defense in BYOK LLM Agents

LLM agents convert model outputs into consequential actions, including communications, code changes, and financial transactions. Developers often trust evidence such as test results and execution logs. We identify a response path integrity gap in Bring Your Own Key configurations used by roughly 88 percent of mainstrea...

Mingyu Luo, Zihan Zhang, Zesen Liu et al. · 0 citations

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