How long until a complicated device fails? If its breakdown happens through a sequence of hidden stages—maybe a crack forms, grows, then finally causes failure—the waiting time isn’t just a simple curve. Phase-type distributions turn this kind of multi-step story into exact math, giving us a powerful kit for modelling real-world lifetimes and delays.