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When to use SAST versus an LLM security scanner GitLab Dedicated: Compliance for a new regulatory era How to calculate DevOps platform total cost of ownership GitLab Critical Patch Release: 19.3.2, 19.2.6, 19.1.8 Co-Create: Building GitLab with our users Prepare for the Cyber Resilience Act Bring your own model to GitLab Duo Self-Hosted with Microsoft Foundry GPT-6 Astra on GitLab: Faster runs, fewer tokens used GitLab’s internal playbook to foster AI-fluent technical teams Critical remote code execution in vm2, a widely used Node.js sandbox library GitLab compliance frameworks: Adhere to SOC 2 in minutes How to recognize your team with GitLab Achievements Making room for what GitLab Patch Release: 19.3.1, 19.2.5, 19.1.7 Git was built for humans — agents need an upgrade Scale software delivery without owning the runner fleet When code is abundant When your backlog outgrows your team, GitLab scales remediation Run agentic software delivery inside the boundaries you already trust Build custom flows in minutes with the Flow Creator agent GitLab 19.3 release notes From chaos to context: Building an AI dev workflow From OpenTofu to Argo CD: GitLab as your AWS control plane Avoid the massive end-to-end tax of default full history clones GitLab Critical Patch Release: 19.2.4, 19.1.6, 19.0.8, 18.11.11 Critical remote code execution in Serena, a popular MCP coding agent How I built a demo generator with GitLab Duo Agent Platform How GitLab tracks vulnerabilities through refactors and reformatting GitLab Patch Release: 19.2.2, 19.1.4, 19.0.6 A sandbox is only as closed as what an AI agent can reach
Limit token exposure with fine-grained PATs
Nelly Vahab · 2026-05-07 · via GitLab
Personal access tokens (PATs) authenticate most of the automation that runs in GitLab. When a token is issued…