Diffusion models iteratively convert noise across a space into forms and that’s what they are trained to do. In contrast to, say, a GPT that basically performs a recursive token prediction in sequence. They’re just totally different models, both in structure and mode of operation. Diffusion models are actually pretty incredible imo and I think we’re just beginning to scratch the surface of their power. A very fundamental part of most modes of cognition is converting the noise of unstructured multimodal signal data into something with form and intention, so being able to do this with a model, even if only in very very narrow domains right now, is a pretty massive leap forward.

A quick search turns up that alpha fold 3, what they are using for this, is a diffusion architecture, not a transformer. It works more the image generators than the GPT text generators. It isn’t really the same as “the LLMs”.

It won’t tell us what to do, it’ll do the very complex thing we ask it to. The biggest issues facing our species and planet atm all boil down to highly complex logistics. We produce enough food to make everyone in the world fat. There is sufficient shelter and housing to make everyone safe and secure from the elements. We know how to generate electricity and even distribute it securely without destroying the global climate systems. What we seem unable to do is allocate, transport, and prioritize resources to effectively execute on these things. Because they present very challenging logistical problems. The various disciplines underpinning AI dev, however, from ML to network sciences to resource allocation algorithms making your computer work, all are very well suited to solving logistics problems/building systems that do so. I really don’t see a sustainable future where “AI” is not fundamental to the logistics operations supporting it.

Probable cause for ICE means a real and reasonable apprehension that if they don’t make the arrest then, the individual is likely to flee were they to seek a judicial order or warrant. This is literally impossible to have in premeditated raids. The very act of planning and premeditation necessarily means they had time to seek a warrant before arrest. This person is full of shit and fully deserves to be “litigated in the streets.” May they suffer the lack of peace they deserve.

God, why is the games industry so fucking illiterate when it comes to IP law. File a trademark opposition? They’re suing! File a patent application without issued claims or even substantive examination? They’ve patented it! These aren’t crazy fucking complicated concepts, but the journalism for games industries like actively stunts the understanding of these things by the market.