Mahjax is a new GPU-accelerated simulator for Riichi Mahjong, designed to enhance reinforcement learning research by allowing algorithms to learn from scratch. Its high throughput capabilities on NVIDIA A100 GPUs make it a promising tool for developing advanced AI strategies in complex decision-making scenarios.