Briefs
The Chaos Phase: Why AI Has Broken the Security Model
The security model wasn’t designed for machines writing code.
AI coding assistants can produce thousands of lines per day—far outpacing human review capacity. Vulnerability backlogs are growing, and legacy scanners cannot distinguish real threats from noise at this scale.
In this brief, you will learn:
Why AI-generated code amplifies vulnerability density
The gap between code velocity and security review bandwidth
How autonomous pentesting closes the loop without adding headcount
XBOW-Why-AI-Has-Broken-the-Security-Model.pdf
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