The fact that this worked, and more specifically, that only circuit-sized blocks work, tells us how Transformers organise themselves during training. I now believe they develop a genuine functional anatomy. Early layers encode. Late layers decode. And in the middle, they build circuits: coherent, multi-layer processing units that perform complete cognitive operations. These circuits are indivisible. You can’t speed up a recipe by photocopying one step. But you can run the whole recipe twice.
The AFF approach gives the impression that there’s a lot going on, like you just stumbled into a massive party, while the PoF approach is simultaneously less intimidating and less exciting. There’s another major difference that’s quickly apparent: AFF is an “adult” dating site, with nudity enabled by default in your profile settings, meaning a lot of what you will see on site is indistinguishable from an X-rated tube site, while Plenty of Fish curates their content much more heavily: no risqué live streams or genital-only photos in sight.
，详情可参考新收录的资料
Shape + flat data in row-major order
The biggest improvements on the iPhone 17e are inside the phone. It has a new chip, Apple's powerful A19, which can power the latest AI shenanigans. Apple's C1X modem has replaced the old C1 modem, though it's hard to tell what sort of improvements this has brought.，详情可参考新收录的资料
US tech firms pledge at White House to bear costs of energy for datacenters
如今，这种围堵正在松动。手机厂商正在乘着OpenClaw的东风快马加鞭，而字节也有了再度加速发展豆包手机助手的契机。，这一点在新收录的资料中也有详细论述