This is only a "Gentle Intro" if you know advanced mathematical notation.
Of course, its all relative, grade school mathamatical notation is advanced notation to someone who doesn't know it
The notion is from computer science or complexity theory I think. The reason it's written like this is because the complexity of functions is described as a function of the length of the inputs, rather than the input itself.
[0] https://en.wikipedia.org/wiki/Adder_(electronics)#Full_adder