How to govern agentic AI, MCPs, and AI code assistants

284 · · July 31, 2026, 2:50 p.m.
Summary
This blog post explores the governance requirements of agentic AI in software development, emphasizing the need for distinct controls and oversight. It highlights concerns regarding code attribution, traceability, and documentation as AI increasingly contributes to coding tasks without human intervention. The importance of implementing governance frameworks, including permissions, auditability, and metrics tracking is discussed, particularly in the context of GitLab's Duo Agent Platform. The article provides actionable steps for establishing governance across AI-assisted development processes and underscores the importance of human oversight during critical coding stages.