The emergence of AI is significantly impacting how software is built . Code automation tools have begun to assisting engineers with tasks like writing boilerplate, debugging errors, and even designing entire software systems . Furthermore, Intelligent testing approaches promise greater effectiveness , while data-driven insights help developers proa