The "square root by subtraction" seems like the same algorithm that can be "implemented" by hand relatively easily on early mechanical calculators:
I'm very not sure what it's doing, but it looks like a different algorithm to me; there are a surprising number of square root techniques. https://en.m.wikipedia.org/wiki/Methods_of_computing_square_...