Universal Scalability Law

A two-parameter (later three-parameter) rational function for how throughput changes with load or with processors. Linear scaling is eroded by contention (queueing for shared resources) and can reverse when coherency costs grow with pairwise interaction. When coherency is absent, the model reduces to an Amdahl-like bound.