This guide discusses how to render a bespoke PyGame environment using Ray's MAPPO algorithm for a freeze-tag scenario. The two main issues are preventing many PyGame windows from launching and ensuring that the simulation appears properly. Controlling window initialization and efficiently incorporating Ray's distributed training are key components of the method.