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# AI is Finding Critical Software Bugs at an Unprecedented Rate
- URL: https://adjacent.media/signals/ai-is-finding-critical-software-bugs-at-an-unprecedented-rate/
- Published: 2026-11-03T17:17:00.000Z
- Updated: 2026-11-03T17:17:00.000Z
- Description: Security researchers using AI are discovering critical vulnerabilities at a pace that exceeds the entire historical record.
- Author: Jonathan Greene
- Tags: #signal, theme-ai, ai safety, vulnerability detection, ai capabilities

Source: [Schneier on Security](https://www.schneier.com/blog/archives/2026/11/ai-vulnerability-finding-2.html?ref=adjacent.media)

Security researchers using AI are discovering critical vulnerabilities at a pace that exceeds the entire historical record. This suggests either that AI tools have become genuinely effective at spotting complex flaws, or that the attack surface has grown so rapidly that human-only auditing is now severely behind. The consequence isn't just accelerated patching; the gap between vulnerability discovery and remediation is narrowing, forcing enterprises to assess whether current incident response infrastructure can handle this volume.