No, Your Tools Are Not Enough: It's Time to Bring Agents to the Hunt

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arXiv:2610.14729v1 Announce Type: new Abstract: Modern software systems are large and complex, demanding scalable and autonomous techniques for vulnerability discovery. Existing approaches still depend on human expertise for domain knowledge, and on human intervention throughout the process of vulnerability discovery. AI agents offer us an opportunity to make vulnerability discovery more adaptive, scalable, and autonomous. Agents bring the ability to make continuous decisions and adapt, and gen