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Practical AI · Thursday, October 22, 2026

AI Speeds Up Exploit Analysis and Response Timelines for Defenders

McIntyre highlights that AI tools are significantly accelerating vulnerability analysis and helping researchers react faster to new security flaws, thereby reducing the window of advantage that attackers historically held.

personSpencer McIntyrecompanyVolncheck

The tape

1 quote
“we're able to run through that process a lot more quickly. are reducing the value kind of that they're getting out of all that effort, which I think is a real good thing. We're able to react much more quickly when there is a variable or a new vulnerability that comes out.”
Spencer McIntyre
Heard on Practical AI — “Exploit Development, Agentic Vulnerability Discovery, and Fake PoCs”, published Thursday, October 22, 2026. Heardvine summarizes and quotes with attribution and timestamps, and links to the original everywhere.
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AI Speeds Up Exploit Analysis and Response Timelines for Defenders — Heardvine