Studied Electronic Engineering and have friends in Civil Engineering. By the time, you get to the actual implementation, the design has been tested so many times that errors are often material defects, not design defects. Engineering is about ironing out all the design defects and have all relevant unknowns be known.

Working with claude is closer to “grandma recipes” than any engineering or scientific practice.