Abstract What elements should a parsimonious model reproduce at single scale to precisely simulate rainfall many scales? We posit these are: (a) the probability of dry and linear correlation structure wet/dry sequence as proxy reproducing distribution spells, (b) marginal nonzero its structure. build two‐state model, CoSMoS‐2s, that explicitly reproduces is easily applicable any timescale. Addi...