Song Wang
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How Effectively Do Security Skills Guide Coding Agents in Vulnerability Detection in Linux Kernel?
According to the abstract, Haoran Xue, Nikta Akbarpour, Gias Uddin and Song Wang studied 37 security skills used with Claude Code and four underlying models on 100 real Linux kernel vulnerabilities, 14,800 runs in all. They report 24.4 percent of runs located the correct function, and propose a self-improving skill framework.