Scaling Is An Art Form Not A Recipe

Scaling laws don't work by magic; at each new scale you must adjust hyperparameters and add innovations rather than repeat the same recipe, because extrapolating predictions several orders of magnitude can fail, capabilities can appear as step functions, and intermediate data points are needed to keep the scaling law true—making scaling an art form, with about one order of magnitude the maximum jump between eras.