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Probably. This is an 8-12 trillion-parameter model, which is why it costs so much, that is also a major reason, besides RL and synthetic data, why it suddenly gained these new capabilities. They claim it was not fine-tuned or trained specifically for cybersecurity, but is instead a general purpose model.

It would crash if not for massive public debt that went mostly into capital markets and huge inflation.

It looks like a budget car, not an exotic supercar.


> now the EU, instead of making it easy for companies to innovate, spends billion on trying to catch up to the US. not even catching up. getting to where the US clouds are today.

What's your alternative? The US has behemoths with trillions of dollars in market cap, more than GDPs of most countries in EU. What kind of innovation in context of cloud do you think would allow anyone to compete with them? Who would risk their own money and pour billions into challenging them?


From the links you shared, it seems they are first trying to determine whether it's economically feasible at all.


No, they wouldn't, and they don't have it because they have chosen not to. There is something called an escalation ladder: you do not threaten to leave or kill your partner just because she spilled milk on your floor. That is the same reason Russia did not use nukes, and why other nuclear armed countries involved in conflicts have also avoided using them. The same logic applies here. Another example is that the US could bomb the Kharg island containing Iran's oil infrastructure, but that would be a major escalation. Iran would then have no reason to show restraint and could bomb the oil infrastructure of the Gulf states, creating a worldwide crisis.


US stopped bombing Iranian oil infrastructure when Iran responded by taking out a chunk of Qatar LNG infrastructure for a few years [0]. This example shows the escalation ladder and also proves that Iran does not need nukes for this conflict (so far at least....)

[0] https://www.cnbc.com/2026/03/19/iran-attack-qatar-lng-capaci...


Because Iran's gas fields were bombed the day before, FYI. https://apnews.com/article/iran-iraq-us-israel-trump-march-1...


xAI (part of SpaceX) using just 11 percent of GPUs[1]

1. https://wccftech.com/xai-using-just-11-percent-gpus-while-me...


Well, there are multiple token proposals processed in parallel, from which only one is picked, seems like branching to me. The only difference is that in case of CPU there is always only one possible branch that is correct.


Well, not exactly, but that was the dream we were sold (here be dragons)


This. It's bypassed, not cracked. All the games released need HVB to work. They use legit Denuvo licenses from other systems.


Cigarette Smoking Man! I was a kid when I first watched the show, and he seemed so mysterious and fascinating to me from the moment he appeared.


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