GitLab 19.1 adds centralized enforcement of third-party security scanners with unified vulnerability management and AI-driven remediation, while improving secret detection through full branch scanning and false positive reduction. The release also introduces AI governance features, including agent action audit streaming and approval guardrails, giving organizations visibility and control over AI agent activities with complete audit trails.