We describe pKA, a probabilistic Kleene-style algebra, based on a well known model of probabilistic/demonic computation. Our technical aim is to express probabilistic versions of Cohen’s separation theorems. Separation theorems simplify reasoning about distributed systems, where with purely algebraic reasoning they can reduce complicated interleaving behaviour to “separated” behaviours each of which can be analysed on its own. Until now that has not been possible for probabilistic distributed systems. Algebraic reasoning in general is very robust, and easy to check: thus an algebraic approach to probabilistic distributed systems is attractive because in that “doubly hostile” environment (probability and interleaving) the opportunities for s...