AI Moved Into the Dev Workflow. Security Didn't.
Cyber Defense Magazine, Sunday, July 26th, 2026
AI-native coding environments generate production-bound code faster than security review processes were designed to track.
AI tools can now handle architecture decisions, generate tests, and ship changes within a single environment that roughly 84% of developers already use or plan to adopt; one company reported going from 25,000 lines of code a month to 250,000 after embedding an AI-native coding tool into its workflow.
This acceleration creates significant challenges for security teams: when code is generated, tested, and merged inside AI-native environments operating independently of centralized review, security loses the sight lines it has historically relied on. The result is closer to shadow development.
The article argues organizations must reposition security as a continuous, workflow-native function to reduce vulnerability exposure.