Dr. Julien Weber, Dr. Sophie Muller. Evolution Of Intelligent Devops Systems: Analytical Approaches To AI-Driven Automation And Cognitive IT Operations At Scale. Int. Res. Jour. of Com. & Ele. Engg. 2026;13(04):31-37. doi:10.64917/ircee.v13.i04.a03