As AI coding tools rapidly evolve developers need to adapt to new ways of working in order to stay ahead of the curve. Naturally, new tools come with new challenges and finding ways to ensure quality and consistent results is crucial to leverage the full power of AI. In this talk we are going to explore the evolution of AI coding and what are the main techniques we can apply to our workflows to ensure we can safely progress to the next level without compromising on the so important engineering quality we aim to achieve. Practical examples will be shown using both Gemini CLI and Antigravity.