Bala Thripura Akasam

Shift-Left Security for AI-Generated Code: Detecting and Preventing Vulnerabilities at Build-Time

A structured, research-backed blueprint for build-time security controls tailored specifically to AI-generated code is developed, organized across three interdependent layers: a pre-pull-request policy and governance layer; a build-time detection layer combining AI-augmented and traditional static analysis; and a prioritization and feedback layer applying application security posture management correlation to convert detection volume into developer-actionable risk reduction.