We've been through this. The context of a LLM is not fixed. Context windows =/ n gram orders.

They don't because n gram orders are too small and rigid to include the history in the general case.

I think srean's comment up the thread is spot on. This current situation where the state can be anything you want it to be just does not make a productive conversation.