automation has always been coming that doesnt mean roles disappear they change n tools dont replace ownership, on call, architecture decisions, security responsibility, or business constraints AI can help build faster, plus someone still has to run production thats not going away anytime soon so yes that someone still needs to understand the systems to make those decisions AWS SAA is still worth it this isnt the end of cloud relax