going to have the same accuracy curves but you know we know from scaling laws and kind of all those trend lines that if you start seeing an effect that's robust at small scale probably fingers crossed it'll also hold at larger scale so you can do a lot more more rapid development and you know and this I think works quite well you know you should try ten as many or ten times as many times models that are just ten times smaller each and you know that way you can run 10 times as many experiments in parallel this is still you know a