Poisson Process Arrival Rate Estimation

I think we are supposed to use the fact that Poisson is memoryless but I don't understand how that helps us in calculating the arrival rate.
Poisson Process Arrival Rate Estimation

I think we are supposed to use the fact that Poisson is memoryless but I don't understand how that helps us in calculating the arrival rate.