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Practical AI · October 22, 2026 · 45m

Exploit Development, Agentic Vulnerability Discovery, and Fake PoCs

Daniel Whitenack and Chris Benson sit down with Spencer McIntyre, Director of Exploit Development at VulnCheck, to explore how AI is reshaping cybersecurity. They discuss the use of AI agents to automatically discover vulnerabilities, the reality that many publicly available proof-of-concept exploits are unreliable, and how initial access intelligence helps defenders prioritize real threats. The conversation also covers the limitations of current AI-assisted exploitation tools and the friction caused by AI guardrails for legitimate security researchers. The episode offers a grounded look at where AI is adding real value in threat intelligence—and where it still falls short.

This summary was generated from show notes and public descriptions, not from a full transcript review. Details may contain inaccuracies.

Preview

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AI agents are being used to discover vulnerabilities at scale
Spencer McIntyre describes how AI agents are being leveraged to find vulnerabilities in software, accelerating the discovery process beyond manual research.
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Many public proof-of-concept exploits fail under real conditions
A major theme is that a significant number of publicly available POC exploits do not work in practice, creating a false sense of risk.

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