The rapid rise of AI is profoundly changing how software engineers function. AI-powered coding assistance tools are progressively helping engineers to create more efficient applications faster . In addition, AI are being utilized for software testing, defect finding, and code analysis , leading to noteworthy gains in efficiency and application reli