i am visiting YC Paper club where people discuss ml stuff, today there are 4 talks about power efficiency. 15 years later people still hate python and think that it is a bad abstraction
It seems it is working much better than vanila Fable 5 - left is claude design, right one is mine harness. Seems that everything is completely aligned and nice looking. Change is subtle, but such things are what makes a difference.
Another small experiment - i built a full harness for building UI, i call them "gym" like old school RL environments. So i have a gym where model can measure rendered dimensions, also can screenshot components, also can calculate optical center and write unit tests with all calculations of dimensions and layouts. It seems it is working, but a simple square/circle avatar component costs north of 150k tokens of Fable 5. Which i guess is expected and right amount of tokens needed to vertically center text in both browsers.
GPT 5.6 Sol Ultra is very good and you just need to do a driver license photo once to get access to cyber (!!!). Literally point to your project and "make it secure" and it works really well. Especially if you built a gym for it.
Ok now thats how it happened. In reality california is responsible for this UK/EU laws since it gave politicians poof that you can indeed monitor stuff.
Oh lol, fable was working fine it wasnt clear from the UI, it turns out the Ashton Kutcher is the one guy that is praised in the Bay Area is responsible for such laws. He has european non profit for this which is also sells the software for monitoring.