The real shift with AI isn't writing better prompts, it's designing the architecture around the model, breaking work into focused parts with clear interfaces so the system stays performant, legible, and maintainable. That's not a new skill; it's experimentation discipline. The long-term advantage isn't a bigger model, it's the engineering instinct to build rails around the right one for the task.