It seemed pretty clear to me. If you have any clue on the subject then you presumably know about the interconnect bottleneck in traditional large models. The data moving between layers often consumes more energy and time than the actual compute operations, and the surface area for data communication explodes as models grow to billions parameters. The mHC paper introduces a new way to link neural pathways by constraining hyper-connections to a low-dimensional manifold.

In a standard transformer architecture, every neuron in layer N potentially connects to every neuron in layer N+1. This is mathematically exhaustive making it computationally inefficient. Manifold constrained connections operate on the premise that most of this high-dimensional space is noise. DeepSeek basically found a way to significantly reduce networking bandwidth for a model by using manifolds to route communication.

Not really sure what you think the made up nonsense is. 🤷

I’m personally against copyrights as a concept and absolutely don’t care about this aspect, especially when it comes to open models. The way I look at is that the model is unlocking this content and making this knowledge available to humanity.

Ah yes, they must be stealing IP from the future when they publish novel papers on things nobody’s done before!

The EU is not willing to refute Trump’s statement that “the EU needs us to have Greenland and they know that.”

https://cdn.masto.host/socialmarxistnetwork/media_attachments/files/115/849/864/730/015/352/original/9c10d57b3d084095.mp4

I do indeed hate living under capitalism

I think you meant to say that Ukraine shows how not to deal with enemy oil processing facilities since they haven’t managed to make any tangible impact on Russia’s oil production https://oilprice.com/Latest-Energy-News/World-News/Russias-Oil-Output-Held-Steady-in-2025.html

for literally everyone except eurofash

don’t threaten me with a good time like that

It’s very telling seeing how the Western countries reacted to Russia invading Ukraine, the genocide in Gaza, and now the US invading Venezuela. It’s now crystal clear that the West does not care about any moral principles, and the actual tension over Ukraine is whose sphere of influence it’s under.

Whose domestic capacity?

You may well be right here. There appears to be an unlimited capacity for debasement in Europe when it comes to the US.

Also true, but I do think Greenland would be a whole new level of humiliation. With Nordstream they still managed to convince enough of the public that nobody knows who did it. This isn’t going to be something you can sweep under the carpet.

That’s precisely why I expect NATO is going to fall apart in the end. It’s going to be really hard to justify austerity to ramp up military spending when there’s no credible threat.

I’m not holding my breath either

indeed, although watching Europeans cry when the US inevitably annexes Greenland is going to be a sight to see. After supporting every single atrocity of the empire, they’ll find that they themselves are on the menu.

Iran seems like it’s a very likely target, Cuba or Nicaragua are also possibilities if the US is now focusing on Latin America. Greenland is another possibility since the US sees it as their foothold in the arctic.

In case the US attacks Iran, I don’t expect that any state would go into a direct conflict with the US over it because it would be world war three at that point. Iran is getting military support from both Russia and China right now. Russia has been flying many military cargo missions there non stop of late. But in terms of actual fighting, they would be on their own.

Finally, can’t see any Latam/Caribbean state going against the US. We can see that even Brazil which is a member of BRICS and the only one in the region is basically looking the other way right now.

I mean you can believe whatever you like. I’m obviously not going to convince you of anything here. We’ll just have to wait and see who’s right.

clearly their values don’t include basic human rights, so that of itself says all we need to know about the fascist organization that is the EU