Why Not Use a Neural Network and Genetic Algorithms

Here are two robots fighting.  It looks to me to be a perfect opportunity to have each of them tied to a
neural network or genetic algorithm and have them teach each other to fight.
http://www.youtube.com/watch?v=xchc3kBn_WU