Flow-GRPO-Fast is a newly introduced accelerated variant of the Flow-GRPO model that enhances training efficiency by reducing the number of denoising steps required per trajectory. Recent updates include support for various models and reward mechanisms, as well as improvements in training parameters to optimize performance on tasks such as image editing and generation. The article outlines detailed instructions for setup, training, and model implementation across multiple environments.