A decision-theoretic framework (RMPMAB) for smart microscopy that decides when and where to image — modelling each region as an ensemble of Markov chains and using scalable Whittle-index policies to capture 93% more biologically relevant events under fixed acquisition, compute, and photobleaching budgets.