The code engineering landscape is undergoing a dramatic alteration powered by AI . Historically, tasks like program generation, validation, and bug identification were predominantly labor-intensive, requiring significant time . Now, AI-powered tools are appearing to automate these tasks, creating a modern period of improved efficiency and minimized