AI's Unstoppable Surge: Bio-Terror & Open Source Clampdown

There's this balancing act that hard drives and RAM does, where you don't really want to have a hard drive that's way faster uh than the rest of the system can deal with the memory. And the thing is is that with the capacity, you get an increase in parallelism, right? So it makes a lot of sense. Yeah, if you have a five, if you have a half terabyte drive, you've got four of them, you're going to be able to go four times the speed to read the entire thing. And so this parallelism goes down to the actual chips themselves. So all they have to do is they have to make um, you know, more chips that are smaller in capacity, but have the same bus bandwidth uh for the entire chip. Now you stack a whole bunch of them and now you can get massive parallel reads in sequential access patterns that are able to feed these these models. And the thing is is that, you know, with memory, it's a hierarchy, right? Like, you don't have to fit the entire model at a time. This is what the mixture of experts proved to us is ...