Making Sense of the AI Era

ai doesnt replace engineering. it compresses execution. abstraction always moves up. assembly to compilers to frameworks to cloud. same pattern.

real risk isnt ai taking jobs. its people becoming prompt approvers who dont understand systems or failure modes.

fundamentals still win.