The rapid adoption of AI-generated coding tools, without proper oversight of the code being written, can lead to long-term maintenance issues and technical debt.

This guide provides seven essential habits for development teams to effectively govern AI-assisted coding, ensuring every line of code—human- or AI-generated—is secure, maintainable, and fit for production.