GitHub is rolling AI-powered security detections into the same workflow where developers review code, pairing those models with CodeQL static analysis to extend coverage into Shell/Bash, Dockerfiles, Terraform, PHP and other gaps in traditional scanning. The payoff is broader, earlier detection and faster remediation; the trade-off is additional governance and human review to catch AI […]