Sum of iid exponential random variables without using calculus

Solution 1:

The probability that the waiting time $T$ is $\gt 0.1$ is the probability of $2$ or fewer e-mails in $0.1$ hours.

This is given by the probability that a Poisson random variable $Y$, with parameter $\lambda=(20)(0.1)$, is $\le 2$.