> this post refers to it as reference 2. That algorithm runs in constant time, which is a pretty big deal.

Not constant time; the analysis in the paper shows that the nth digit can be computed in O(n log n M(log n)) bit operations, where M(j) is the bit complexity of multiplying two j bit numbers.