Demo note. This note demonstrates what the SciDraft Hugo theme can do for academic and scientific publishing — for research institutions, researchers and students. Its content is demonstration material only: readers should ignore whether the demo content is correct. A scaling study compares models of different sizes trained on the same token budget. If the loss falls smoothly as capacity grows, the family is in a regime where parameters still buy accuracy, and the fall can be summarised as a power law in the parameter count rather than reported as a list of separate runs. ...