What is the distance between the tips at the moment when it is increasing most rapidly?

You do need calculus to get the maximum or minimum.

Figured out d as a function of time

I just filled 2 sheets of paper with formulae for d, d', and d"
set d" to zero.

I came up with a time of about 2:23 and a distance of 4.551