The emergence of machine learning is fundamentally changing how applications is designed. Formerly laborious tasks, such as code generation , quality assurance, and debugging , are now being supported by AI-powered tools . This transition promises increased throughput, lower expenses , and the potential for faster delivery of reliable software . In