first dumb thing you try is brute force if we scale and you know another reason why this is worth investing in is it's now a very well validated empirical trend so across the bottom here is for both language modeling and and for like computer vision kind of the performance of models laid out on log scale plots where you see you have a large scale x-axis which might be the amount of words you train on so every new tic is a doubling of the data set size you know block scale is not great because it quickly gets inefficient but these