A technical discussion on Lobste.rs explores whether gzip compression functions as a primitive language model. The debate centers on how lossless compression predicts the next token via frequency patterns. While theoretically similar to LLMs, the lack of semantic understanding limits its utility. This serves as a conceptual exercise for understanding data entropy.