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AI Is Collapsing the Vulnerability Lifecycle - Marco Riccardi (QuoIntelligence)

AI has collapsed the vulnerability lifecycle — from discovery to mass exploitation — into a matter of hours, fundamentally disrupting how organizations must think about cybersecurity. What was once a 60-90 day patching window is now obsolete, and the barrier to finding critical vulnerabilities has dropped so low that anyone with access to AI can do it.

Marco Riccardi breaks down how geopolitics directly drives cyber attacks, often within hours of major political statements. When Germany pledged additional weapons funding for Ukraine at the Ankara NATO summit, Russian-affiliated hacktivist…

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