A technical discussion on Lobste.rs explores whether gzip compression algorithms function as primitive language models. The debate centers on how predictive patterns in data compression mirror the token prediction of LLMs. This comparison offers a stripped-down perspective on entropy and information theory for developers analyzing how models actually learn patterns.