Understanding system architecture constraints Handling edge cases AI doesn't know exist Debugging when AI-generated code breaks in production Knowing when AI's "solution" creates more problems than it solves
That last 30% is what separates engineers from prompt writers. And it's not getting smaller—if anything, it's growing as systems get more complex.