Because the other poster's point wasn't that it was a 'past event.' The point was that it's just predicting based upon the previous token. It's disingenuous to mix the two concepts up.

> The point was that it's just predicting based upon the previous token.

Well that's just wrong. None of the LLMs of interest predict based upon the previous token.