Fully probabilstic design of dynamic decision startegies is a well-developed theoretical basis of learning decision systems, which are potentially widely applicable in technology, natural and societal systems. The applicability is strongly constrained by complexity of the associated optimisation, a special version of dynamic programming. In the considered case, it is necessary to...