Actually you can include genetic algorithms into the Artificial Intelligence when your fitness-function applied to individuals gets a little bit "intelligent" (heuristics, neural networks...)
Of course - but one of the on-topic example questions is "How can I avoid premature convergence to a local optima on my genetic algorithm?". That has nothing to do with AI.