Autonomous Agents in DevSecOps, 10x productivity boost for the company

The Problem With my colleague, I maintain a GitLab CI/CD component library used by 800+ projects across the organization. Small team, manual work, difficult to scale. We have great objectives but only limited time to experiment and implement the most important ones. What if we could be more secure, faster, more productive, improve the quality of our work, and bring more value to the organization ? Sounds like a dream, right? That’s what we’re aiming for with autonomous agents. The question: How do I & You multiply ourselves ? ...

February 18, 2026 · 4 min · Kewin Rémy

GitLab CI Variables: The Surprising Masking Behavior You Need to Know

Most engineers assume GitLab’s variable masking hides references like $MY_SECRET in logs. The reality is far more aggressive — GitLab’s masking engine operates on values, not references. ...

February 11, 2026 · 2 min · Kewin Rémy