By predicting future memory subsystem request behavior based on live memory subsystem usage history collection, a preferred setting for handling predicted upcoming request behavior may be generated and used to dynamically reconfigure the memory subsystem. This mechanism can be done continuously and in real time during to ensure active tracking of system behavior.