The engineers who thrive are the ones who understand how the underlying models actually work. They know when to trust the output, when to add constraints, and how to structure prompts for reliable results across different contexts.
The ones struggling tend to treat LLMs as magic boxes. They get inconsistent results and don't know why.
This is creating a real challenge for hiring managers. Standard coding interviews do not surface which category a candidate falls into at all.