Do you think LLMs sidestep cause and effect somehow ? There's an explanation there too, we just don't know it, But that's the case for many natural phenomena.

I am not saying LLM sidesteps cause-effect. I am saying it is a black box. So yes "we just don't know it" is basically describing a black box.