We present a theory describing a recently introduced model of an evolving,
adaptive system in which agents compete to be in the minority. The agents t
hemselves are able to evolve their strategies over time in an attempt to im
prove their performance. The theory explicitly demonstrates the self-intera
ction, or market impact, that agents in such systems experience.