All the references to LLMs in the article seemed out-of-place like poorly done product placement.

LLMs are the anti-thesis of fast. In fact, being slow is a perceived virtue with LLM output. Some sites like Google and Quora (until recently) simulate the slow typed output effect for their pre-cached LLM answers, just for credibility.