This is only a "Gentle Intro" if you know advanced mathematical notation.
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.
Of course, its all relative, grade school mathamatical notation is advanced notation to someone who doesn't know it
[0] https://en.wikipedia.org/wiki/Adder_(electronics)#Full_adder