8.1What Is Shift-Left Security?

Shift-left security means integrating security testing early in the development lifecycle -- ideally in CI/CD pipelines -- rather than waiting for a penetration test before release. For AI applications, this means running static analysis, dependency scanning, and dynamic testing on every commit, with AI-specific rules that catch vulnerabilities traditional tools miss.