The Egyptians were well aware of who built the pyramids. There's always more to be said on the topic, but I've written about this previously:

Is it true that "two hundred years after the last pyramid was reared in their country, Egyptians were as baffled by the big masonries as everyone else?" In other words, did they forget how to build the pyramids?