The code engineering landscape are undergoing a dramatic shift powered by machine learning. Until recently , tasks like code generation, validation, and bug identification were predominantly human-driven , requiring significant resources. Now, automated tools are becoming to accelerate these tasks, leading a emerging age of enhanced output and lowe