As AI coding assistants become more prevalent, teams need structured practices to integrate AI-generated code into their workflows. This article presents 'Vibe Coding Harness', a methodology that combines version control with Git, comprehensive documentation, and automated quality gates to manage AI-assisted development. The approach helps maintain code quality, facilitate code review, and ensure that AI contributions meet production standards. For engineering teams and indie developers using tools like GitHub Copilot or Cursor, this framework offers a practical way to harness AI productivity gains without sacrificing reliability.
A practical framework for managing AI-generated code using Git, documentation, and quality gates to ensure production readiness.