A technical debate on Lobste.rs examines whether gzip compression mimics the predictive nature of large language models. The discussion centers on how both systems identify patterns to reduce data redundancy. While conceptually similar, the lack of semantic understanding makes this an incremental academic exercise rather than a practical alternative to neural networks.