When code is abundant

GitLab's Bill Staples argues that once producing code becomes cheap, the scarce resources shift to context, verification and governance around AI agents. The post traces his Act 2 thesis and GitLab's responses: SCM rebuilt for machine-scale concurrency, a lifecycle context graph, and agent identity controls.

This coverage gives security teams current context for monitoring, validation, and remediation.