It means that what you are going to get is what its makers put in there. Though it has multiple personalities, it doesn't have an individuality.

The base models aren't tuned. Technically it's what the makers put in, but the data they train on isn't selective enough for what you're talking about.

"Trained on a dump of the internet" isn't literally true, but it's close enough to give you an intuition.