> Any "normal" engineering field will be solved with the right domain knowledge.

Oh no, don't worry. Nobody will be trusting GenAI only for Real Work like aerodynamics, structural mechanics, electromagnetics, plasma physics, you name it. For sure there will be (already is) AI-based surrogate models, fast preconditioners, superresolution methods etc. But you will for the duration of our lifetime need humans who understand both physics and programming to actually use the damn tools and ensure they are used correctly.