[twtw]

> I don't think it's saying anything about how long you've been waiting, and you don't know when was the last arrival.

This is exactly what memorylessness says something about.

Your second paragraph isn't unique to Poisson processes, but the author right at the start says that the expected value of the waiting time is the same as the average interarrival time, which indicates Poisson.