The emergence of AI is drastically altering how software is created. AI-powered coding tools are now assisting engineers with such as writing boilerplate, troubleshooting errors, and even architecting entire software systems . Furthermore, Intelligent testing processes promise improved speed, while data-driven insights help teams proactively mitiga