Source: Security Weekly

AI Isn’t Finding Novel Bugs

By Security Weekly1 min readMay 19, 2026

https://www.youtube.com/shorts/w9fjoqrlotg

Brief points

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This discussion highlights a recurring pattern in AI-assisted security research: current systems are effective at identifying known classes of vulnerabilities and established error patterns, but evidence for discovering truly novel vulnerabilities remains limited. This may mean AI’s near-term value is less about replacing researchers and more about accelerating routine analysis, triage, and repetitive discovery work. That shift could allow human experts to spend more time on creative investigation and advanced research tasks that still require intuition and deeper contextual reasoning. Should AI security systems be evaluated based on whether they discover entirely new vulnerabilities, or on how effectively they amplify human researchers? Subscribe to our podcasts: https://securityweekly.com/subscribe #BugBounty #SecurityWeekly #Cybersecurity #InformationSecurity #AI #InfoSec

Take this read into the canonical ecosystem surfaces

Take this read into the canonical ecosystem surfaces

AI Isn’t Finding Novel Bugs