>Gemini also shows it's work and it seems to do a few orders of magnitude more calculating then the elegant answer given on reddit.

I don't think Gemini does an unnecessary amount of computation, it's just more verbose. This is typical of reasoning models, almost every step is necessary but many would not be written down by a human.