I think the data generation mechanism needs work and that might clarify how the model works.
It needs to answer the question of how we get from the parameters we want to know about to the things we measure.
This sounds like a sequence of games between two people. Is the outcome of the game measured? Are muA/muB player skills? Like, any chance this could look like one of the soccer models: World Cup model ?