Keywords : AI technology AI Automation AI programmer technology code testing software automation test case validation environment quality assurance machine learning .... intelligence accuracy development process reliability performance productivity algorithm innovation model prediction debugging enhancement programming support improvement efficiency analysis error digital data script system management workflow monitoring optimization computer tool engineer testing solution automation productivity validation.