More learning is necessary in areas which are more prone to changes. Hardware architecture and hardware itself are the least changing parts related to software

More learning is necessary in areas which are more prone to changes. Hardware architecture and hardware itself are the least changing parts related to software engineering. And as the result OS kernel level development and system programming don't require to relearn that often.