Very long game, how could I have made it shorter?

https://share.polytopia.io/g/6700fcbd-949b-414a-3993-08dc4d7aae98

Like the title, this was a super long game. I wanted to gain full control of both lakes before I went for the knights for his catapults but how could I have played it differently to make it shorter.