Jev: The model that writes nothing

The PolzaAI team has published a detailed analysis of the Jev model, which has sparked significant interest in the developer community due to its unusual architecture and cost-efficiency. The main feature of Jev is its approach to response generation, which significantly reduces computational resource costs. In the article, the authors systematize information on how exactly this model works, why it is considered "mysteriously cheap," and what technical solutions allow it to provide response tokens for free. The material is aimed at those who want to understand the principles behind Jev and how such innovations might change the landscape of large language model usage in the future. The analysis helps clarify the concept of a model that, despite its name, offers unique optimization mechanisms for modern AI systems.