A standard explore/exploit model can work here. Perhaps it's semantics, but I consider that strategy an optimizer, although it's non a linear or deterministic

A standard explore/exploit model can work here. Perhaps it's semantics, but I consider that strategy an optimizer, although it's non a linear or deterministic one. Optimize the things I know are working; add semi-random decision making for some percent of my decisions to explore new spaces.