Our team recently competed in and won the Strong Compute Mega Chess Hackathon. Ten San Francisco and Sydney teams competed simultaneously to build the strongest possible chess-playing deep learning model in just two days. The event culminated in a model vs. model tournament, where the bots faced off to determine the final winner. It was an exciting and challenging experience. We would like to share some of the lessons learned along the way.