Recent evaluations of Entropix, a model enhancement tool, have shown promising results, particularly when integrated with SmolLM2. Testing indicates that Entropix provides an average improvement of 22.18% in GSM8K exact match accuracy while maintaining the same inference time across three different runs. Additionally, another analysis noted that Entropix yields a significant 7 percentage point boost for smaller models. The community has expressed positive reactions to these findings, highlighting the potential of Entropix in enhancing model performance. However, questions remain regarding its scalability for larger models.