1. A method, comprising: obtaining, by a processor, a state description associated with a system having a component including at least hardware; and automatically obtaining, by the processor, a substantially optimal parameterization for the component based on one or more operant characteristics of the component predicted by a behavior prediction model using combinations of the system's state description and a set of possible parameterizations for the component; and using the substantially optimal parameterization to control the component.