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Submission + - Leak-Proof AI Benchmark Posts Biggest Gain in 20 Years, on One CPU Core (spasim.org)

Baldrson writes: The Hutter Prize for lossless compression of human knowledge has paid out nearly €50,000: its largest advance in 20 years: three entries together cut the record for compressing a 1GB Wikipedia snapshot by nearly 10%: a compression ratio of more than a factor of 10. Every entry ran on a single CPU core, in about 50 hours and under 10GB of RAM, so the gain came from algorithms.

Unlike most AI benchmarks, the prize requires no validation data, so a leak can't inflate a score. The full file is public, and the size of the decompressor counts against the entry, so anything memorized is paid for in bits. Vladimir Ivanov's fx2-cmix-T now holds the record, after earlier 2026 gains by Ibrahim Marcouch and Kaido Orav (cmix-lex) and David Freelan (cmix-obias). Sponsor Marcus Hutter, who advised DeepMind co-founder Shane Legg's 2008 thesis "Machine Super Intelligence," calls it "the largest progress in its 20-year history." With trillions riding on claims of AI progress and data-center power demand, is a leak-proof, energy-limited benchmark the yardstick the industry should be watching?

(Disclosure: the submitter is on the Hutter Prize committee.)

Comment Excellent, all in one switch! (Score 1) 111

Having to poke through an about: page and find the thing to toggle to turn off this specific AI feature but not that one, and knowing they'd change it on you a couple of releases later, never filled me with confidence.

One switch in a readily discoverable location in the settings menu and it's all gone? Just the job, killed it now on the laptop and the mobile both.

Comment Re: If I believed what he says he believes... (Score 2) 167

That one might surrender and meekly accept their likely death at the hands of the machine, I can believe. But all of them? This isn't the first such claim we've heard about AI danger.

I believe that Yudkowsky believes what he says he believes, for example. He says shut them all down worldwide, immediately, and if there are rogue nations who don't go along with it then launch air strikes on their data centres - even against a nuclear state. He said that three years ago. That's the thinking of a man who believes it's genuinely likely that the machines will kill us all in the near future.

And this is still considered extremist lunacy. That tells me the rest of them don't believe what he does.

Comment Re: This is just a distraction (Score 1) 167

The general public should care because there's apparently a good chance these machines are going to kill them all, very soon.

They don't care because they don't believe that.

When some AI agent of theirs, trying to meet a developer's benchmark test, eventually hacks the power grid or the water supply to a metropolis to help itself to a way around a sandbox environment, then the general public will care. And when that happens they may well drag AI industry CEOs and researchers out of their beds to the nearest lamp-post.

Comment Re: Did you just add yourself to a watchlist? (Score 1) 167

> approximately eight hundred billion ... oops, that's eight hundred million, of course. Ten percent probability, times the current population of the Earth. The expected consequences of allowing the AI industry to continue their work, according to people who are oddly calm about the prospect.

Comment Re: Did you just add yourself to a watchlist? (Score 1) 167

The actual post is behind a login wall, but I don't see from the BBC article that he's even advocating any action. Is he demanding the immediate shutdown of the data centres? Raids on the labs? Coordinated global action to impound and destroy the equipment? Life imprisonment for anybody found training large neural networks? Rogue researchers declared hostis humani generis? There's no mention of it.

That's what I'd be advocating at the very least. Then the question of whether to take direct action personally on top of that would be one of practicality - can I lay my hands on the right equipment, how can I do the most effective damage, do I have access to high value targets, will it be dramatic enough to frighten new recruits away from joining the industry, will others be inspired to follow my example, should I take the time first to form a team for more extensive action, that kind of thing. It wouldn't be a question of whether it should happen, only one of whether those are the right tactics. Yes, in all probability I'd decide I wasn't personally cut out for terrorism or assassination, but not everybody would decide so. It would be a reasonable choice in the circumstances.

If the expected bodycount from the operation of this industry over the next ten years was approximately eight hundred billion, then that would make AI researchers the single most dangerous group of human beings that has ever existed. The National Socialist German Workers' Party, previous title holders for the worst people ever, probably didn't kill even a tenth as many as this man says he expects AI firms to kill in roughly the same timescale. That is the comparison that would frame my thinking about AI researchers and what we should do with them, if I believed what he says he believes.

And I just don't see that kind of thing coming up in these conversations. People calmly and academically discuss their probability estimates as if it's a question of pure theory, not the imminent destruction of all humanity. If they really believed what they say, there would certainly by now be AI Luigis everywhere, data centres would be burning, and people would be quitting the industry all over the world for their own safety. That simply isn't happening. So I don't believe they actually do think that this outcome is likely. Actions speak louder than words, and their actions say they don't believe a word of it.

Comment If I believed what he says he believes... (Score 4, Insightful) 167

... then I would be demanding that every single person involved in the AI industry be rounded up and shot. All of them. My former boss, my coworkers, our competitors, all of them. I would be advocating a world in which is was worse to be found with LLM weights on your computer than to be caught with the worst possible kind of CSAM.

But apparently the idea that his former employer might literally kill literally everybody in just ten years' time isn't that big a deal for this guy. Go into the office one day and take a Second Amendment approach to as many of the frontier research team as possible? No... let's just whine about it on the internet!

Which is why I'm not at all convinced he believes this. If he believed that, this action is too small a response. Nothing short of Butlerian jihadism is an appropriate response, if you actually believe this.

Comment Re: The long-term impact of this on the US (Score 1) 195

Actually, Trump is not a singular cause. He was not the first. Back under reagan, he killed a great deal of our civilian oriented R&D saying that private business can do it , while moving some to DARPA. Thankfully, DARPA still funded basic science.
Then W did more cuts, but pushed a lot of DARPA spending in UNI over to companies and forced cuts in basic science.
Biden also did major changes and pushed funding to go from merit based to DEI.
Trump is just a continuation of this and not even the worst ( reagan or W were the worst ).

Comment Nice, but... (Score 5, Insightful) 68

... sadly for the Americans, the rest of the world now knows they can't count on a US based provider for this kind of thing any more.

It was uncomfortable enough relying so heavily on American software back when it couldn't be switched off remotely on the say so of an idiot. Today it's an intolerable risk.

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