Tagged: code-review

2 posts tagged with “code-review”

April 6, 2026

Vibe Coding's $1.5M Mistake

A penetration testing firm audited 15 applications built with AI coding assistants. They found 69 exploitable vulnerabilities, 6 critical. The estimated remediation cost: $1.5 million. Teams shipping AI-generated code need to focus on the security debt accumulating underneath.

vibe-coding ai-agents security code-review boundaries

March 11, 2026

12 min read

When AI Finds Bugs in Its Own Code

Claude found 22 Firefox vulnerabilities in two weeks. XBOW discovered a 9.8-rated Windows CVE without source code. But 50% of AI-generated code ships with exploitable flaws. AI is better at finding bugs than avoiding them — and that gap defines the next era of application security.

ai-security vulnerability-discovery code-review boundaries