Personal Motivations
I grew up as a child with this puzzle in my house. My mother could solve it, along with a couple members on her side of the family.
Mum never knew the algorithm, nor any techniques beyond "My hand just knows"; as a result I spent 4 determined days in my youth working it until I had solved it.

During these 4 days, I learned a heuristic: to consider the L shape `___|` and realise that for every such set, you can perform legal operations until you are left with a single marble. Then, since there are 32 marbles, you can do this 8 times until you have 4 remaining, and finally perform this "L-trick" one last time til a single peg remains in the middle of the board.