The game Fox and Geese is solved using retrograde analysis. A neural network trained using a co-evolutionary genetic algorithm with the help of the expert knowledge database was found to be a very capable Fox and Geese player after training, and quickly learned to beat training opponents. Key-Words: Game theory, rote-learning, neural networks, genetic algorithms, co-evolution.