Comment by CJefferson

The search was a little easier than that, as we knew how to solve every state in 20 moves, so the problem was proving some move that could be solved in 20 moves couldn't be done quicker in some unusual way. While that still took a while, the fact you knew the start and end limits how many moves you have to search.