  This work introduces a new statistical physics lattice model of bacteria
interacting with anti-microbial drugs that can reproduce qualitative features
of resistance emergence and whose model parameters and outputs can be measured
with controlled \textit{in vitro} experiments. The lattice is inhabited by
agents modeled by Ising perceptrons. The results show the advantage of mixing
drugs among the population compared to other treatment protocols.
