It's indeed a very different world. This model was trained on thousands of GPUs. The weird file format corresponds to the train time sharding of the weights. And really nobody is doing CPU inference with all the GPU we have. And also the "CLI" use case seems contrieved to me. If you plan to interact several times with the model and want to keep the weights in RAM, why don't you start a REPL or spin up a server?