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Leveraging AI for Smarter Bug Bounties

Diego JuradoJoel 'Niemand' Noguera

Details the development of an autonomous generative AI agent designed to augment offensive bug bounty and penetration testing workflows.

Summary

AI in Offensive Security Research

While defensive AI applications have expanded rapidly, the role of autonomous generative AI agents in offensive security and vulnerability research is still emerging.

Designing an Offensive AI Agent

Researchers built a practical AI agent capable of mimicking human intuition, automating reconnaissance, and identifying subtle application vulnerabilities.

Augmenting Bug Bounty Workflows

Integrating the AI assistant into bug bounty testing accelerates endpoint discovery, payload formulation, and vulnerability hypothesis testing.

Implications for the Future of Penetration Testing

Evaluating the performance of autonomous AI agents highlights how machine learning will transform offensive tradecraft and bug bounty competition.

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