Models the waiting time between events in a Poisson process. It has a unique "memoryless" property: the probability of an event in the next moment is always the same, regardless of how long you've already been waiting.
Key insight
Memoryless: P(X > s + t | X > s) = P(X > t). The only continuous memoryless distribution.