Development & Pre-Production Security
National Security Technology Division
Vulnerabilities Born in Code
Development and staging environments were security afterthoughts. Weak configurations and vulnerable code were routinely promoted to production. By the time security reviewed applications, fixing vulnerabilities meant delaying critical deployments.
Security Embedded in SDLC
CAI integrated directly into development workflows, scanning code repositories and pre-production environments automatically. Every commit was analyzed for security flaws, and staging environments were continuously tested for misconfigurations before production deployment.
Shift Security Left
Development teams shifted from seeing security as a blocker to treating it as a quality metric.
Production deployments accelerated because security was validated continuously, not at the last gate. The cost of fixing vulnerabilities dropped dramatically
Want to explore what in-house, autonomous security looks like in practice? Get started with CAI.
Explore how these research insights translate into practical, scalable security with CAI ā and join the conversation by following us on LinkedIn and X, or collaborating with the community on our Discord server.