Maple-Preview is a 20-billion parameter Mixture of Experts model trained from scratch in a ternary format, achieving speeds of 120 tokens per second directly on an iPhone. While the project demonstrates impressive mobile efficiency, community testing reveals the model still struggles with confident hallucinations on niche topics compared to larger alternatives.