On the other hand, despite my complain about the standard API, the models were able to come up with cooptmat1 kernels that run dsv4 flash faster than whatever the guys at antirez/ds4 can come up with using rocm, on a strix halo, with the added benefit that I can also pair the strix halo with an egpu to drastically speed things up.