arXiv:2610.14350v1 Announce Type: new Abstract: Having demonstrated a strong potential for automating vulnerability discovery, AI agents can also be used to attack software systems at scale. Today's software systems need mechanisms to level the playing field by slowing down potential attacks, giving them time to patch vulnerabilities and strengthen software.
Natural Code Transformation Confuses Agents in Vulnerability Analysis
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