The Context Engine is GitLab's answer to the prompt-quality problem: rather than leaving developers to craft context manually, it aims to surface relevant code, history, and project state automatically when Duo agents pick up a task. Live demos covered the top five claimed use cases, with Google Cloud, AWS, and Anthropic listed as participating partners. The announcement lands eight days after GitLab cut 350 roles and exited 22 countries, framing both moves as a pivot to the "agentic era." New consumption pricing options suggest GitLab is also rethinking how teams pay as agent usage scales — worth watching if you run GitLab at any meaningful seat count.