PHYGNET, a physical AI model, designed to accelerate microbial reactive transport simulations. This new approach is over 3500 times faster than traditional methods and handles complex, large-scale simulations without crashing. By allowing "small-sample training, ultra-large-scale inference", it cuts weeks of environmental modeling work down to hours, making it practical for real-world cleanup and risk assessment projects.