The current simulation framework is very bare bones with no consideration of SAR or chemical design. As such it offers opportunities for improvement -e.g. some form of reinforcement learning (even a very basic, "MENACE"-like 26 system), applications of different stop policies (currently the simulation runs for a fixed number of steps) and improved parameter fitting.