I don’t think the author literally meant tweaking the parameters and seeing what happens; it’s probably an analogy meant to give a sense of how the gradient indicates what direction and to what degree the parameters should be tweaked. Basically, substitute ‘the gradient is positive’ for ‘increasing this parameter decreases performance’ and vice versa and it becomes correct.