"The way that Hugging Face defended itself was with an open source Chinese model, GLM, because they didn’t have access to the high cybersecurity models on the other side. They’re too dangerous."
This is not what happened. HuggingFace patched the vulnerabilities in the ordinary way, then used GLM for some of the forensic analysis afterwards. It's in the interest of HF to promote the GLM part of the story, because it emphasizes their agency in the situation as well as the open-source models they distribute. But GLM was a (useful) part of the postmortem, not of the defense.
Nvidia is party to a number of circular funding deals that would land them in an exciting situation if the other involved parties, i.e. frontier US labs, were to bite the bullet, for instance if the market in general broadly switched to open weight models as better value for the dollar.
global development and relief of poverty has relied on there being an economic surplus for all from organized labor. everyone gets a benefit although it is unfairly distributed.
i think that there is growing organized labor today that produces no surplus. instead, it transfers wealth from some to others, causing net harm to all in the process. an example of this would be purdue pharma.
depending on who you ask the list of jobs and industries which have zero surplus is getting large. swathes of private equity and leveraged financial instruments, shitcoins, management consultancy, are pure deadweight loss.
Ok. This requires the notion of "intrinsic value", which I believe does not exist (all value is subjective), yet is a foundation of all Marxist theory.
Why "terminate", Marxist philosophy is a legitimate topic, deserving to be studied. Like a rich sci-fi lore or a history of Tarot magic. Deep, fascinating, and wrong.
And yet you terminated. Which would be the correct thing to do if Marxist philosophy would be wrong on all counts, as you explicitly state. Which of course, it isn't.
Watermarking will not flag something you wrote unless the AI rewrote significant chunks of it. AI watermarking works by exploiting the fact that lengthy phrases can be expressed in exponentially many ways, such that the selection of a single sequence from the exponential space is practically unique. For proofreading by contrast, if the AI is only changing isolated words in work that's otherwise yours, there are not enough exponentially branching options for the watermark to distinguish anything.
*Some might see a parallel with the old game Adventure, in which wording differences like "twisty little passages" and "little twisty passages" were used to build a maze of room descriptions, with the same meaning but still distinguishable to the attentive player.
This assumes that a known watermarking algorithm is implemented. To me, unless output starts to include information whether watermark was inserted or not to a result, relaying on such an assumption is risky. If a human editor needed to hide a secret bit of information in the edits, this would certainly be possible even if the edits were small compared to the length of the original texts.
Uranium-235 isn't useful for dirty bombs: it's too long-lived and not radioactive enough. Making dangerous levels of radiation requires short-lived isotopes. Some of these are the products of uranium fission, which is why spent uranium fuel is a radiation hazard. But isolating U-235 just to fission it to get radioactive isotopes like cesium-137 would not be the easiest way to get them.
It is when your goal is to throw a ton of alpha emitters into the environment for the population to ingest. Do you remember your nuclear cookie thought experiment?
It emits so slowly that the main hazard is heavy metal poisoning, which you'd also get from the depleted uranium that's a waste product from enrichment.
From the numbers I see on https://www.iaea.org/topics/spent-fuel-management/depleted-u..., if a dirty bomb with 1kg of 100% pure Uranium-235 exploded and evenly deposited a fine dust over a 170 by 170 meter square of typical soil, the total Uranium-235 (and specifically that isotope) of the top meter would only double; the total mass of uranium in that volume would only go up by 0.7%.
The average concentration of natural uranium in soil is about 2 parts per million, which is equivalent to 2 grams of uranium in 1000 kg of soil. This means that the top metre of soil in a typical 10 m ´ 40 m garden contains about 2 kg of uranium (corresponding to about 50,000,000 Bq of activity just from the decay of the uranium isotopes and ignoring the considerable activity associated with the decay of the progeny. Concentrations of uranium in granite range from 2 parts per million to 20 parts per million. Uranium in higher concentrations (50 - 1000 mg per kg of soil) can be found in soil associated with phosphate deposits. In air, uranium exists as dust. Very small, dust-like particles of uranium in the air are deposited onto surface water, plant surfaces, and soil. These particles of uranium eventually end up back in the soil or in the bottom of lakes, rivers, and ponds, where they mix with the natural uranium that is already there. Typical activity concentrations of uranium in air are around 2 µBq per cubic metre. (UNSCEAR 2000).
I did this for the last college programming course I taught (2025) as an anti-LLM measure. Every class started with a very short closed-book auto-graded multiple-choice test on the reading. I was careful to specify which was the core reading needed to learn the material (on the quiz) and which was extra (not on the quiz - I think many professors assign this extra reading to everyone, thinking of their strongest students). I think this developed an expectation in the students that doing the reading was easier than finding a way not to.
Historically, this is the norm. The British Navy in WWI was a behemoth, but still couldn't force safe passage through the mines and cannons of the Dardanelles Strait against what was considered a third-rate power. "A ship's a fool to fight a fort."
It's worth remembering that "fusion = abundant power" is a guess about technology that hasn't been finished yet. Fusion power might turn out like solar panels (easier to build than expected) or like nuclear fission reactors (harder to build than expected).
A Fire Upon The Deep is a fantastic novel for programmers to read, and I think the prequel A Deepness In The Sky is even better. There are some amazing old-school coding jokes in there, like that everyone thinks the universal time counter started at the first moon landing, but programmer archaeologists know it was really 15 megaseconds later.
People always need to be reminded, though. It seems to be in human nature to fear bad publicity, and the people who fear it less end up with disproportionate power as a result.
This is not what happened. HuggingFace patched the vulnerabilities in the ordinary way, then used GLM for some of the forensic analysis afterwards. It's in the interest of HF to promote the GLM part of the story, because it emphasizes their agency in the situation as well as the open-source models they distribute. But GLM was a (useful) part of the postmortem, not of the defense.
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