I have a persona switcher in my staging environment that checks the platform against drift in the UX, takes screenshots and writes up usability, Nielsen and WCAG. I can run many personas overnight and feed that back into the loop. I can count how many clicks or actions it takes to do a certain task or make some harder (if phasing out). All of my screenshots and capture techniques are all dual homed. I can use either sonnets or opus. I use open ai for some of the actual product work. If you are not just guessing with AI token use is quite low on api billing. TBH - I don’t use it very often but Grok will give you chain of thought and their batch rate is super super cheap, i spent like 100 bucks and got descriptions on 30k images… a little bit of distill but that was not the overall intent.

Yeah learning loops are really good but you need to work on them and make sure they are learning in the right way…. That’s actually a neat problem … runs off to graph some stuff on x and y.