By this definition a bag of answers is causal reasoning because we previously filled the bag, which caused what we pulled. State causing a result is not causal reasoning.

You need to actually have something that deduces a result from a set of principles that form a logical conclusion or the understanding that more data is needed to make a conclusion. That is clearly different than finding a likely next token on statics alone, despite the fact the statical answer can be correct.