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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 Re:record LOW areas burned (Score 1) 111

Global burned area lay at a historic high: more than 150 million hectares between January and April, 20% above the previous record and roughly 50% above the 2012-2025 average. https://ancillary-proxy.atarimworker.io?url=https%3A%2F%2Fwww2.purpleair.com%2Fblo...

In the US, nearly double the ten-year average area had burned by 11 May 2026 compared with the same period. https://ancillary-proxy.atarimworker.io?url=https%3A%2F%2Fmorningoverview.com%2Fwi...

In Canada, burned area stood at 61% of the ten-year average by early July, though with local outliers such as Newfoundland and Labrador at roughly 460% of normal. https://ancillary-proxy.atarimworker.io?url=https%3A%2F%2Fwww.nifc.gov%2Fnicc-file...

Comment Re: Consequence culture? (Score 1) 207

We're off to the Netherlands on Thursday.

You are not the only one. I have seen an uptick of Canadians lately in NL, Amsterdam. Or actually: I have _heard_ an uptick in Canadians lately.

Every time I hear someone in Amsterdam speak English with a North-American accent, but with civilised manners, they always turn out to come from Canada. They do not shout, they do not interrupt you and are generally calm and seem genuinely friendly.

And they all smile I ask them if they are from Canada, in light of the above. As if they are happy to not be mistaken for US-ians.

Comment Re:Fucking morons (Score 1) 94

True. I think the false notion of 'LLM's know facts like humans' stems from the observation that there are lots of humans that are less coherent in their communication than LLM's.

There are loads of humans who cannot handle facts properly. LLM's also cannot handle facts, but they are in lots of cases outperforming lots of humans.

So humans know facts and LMM's don't know facts, but what lots of humans produce with those facts can be worse than what LLM's produce without knowing facts.

Comment Re:His Little empire is collapsing (Score 1) 111

Without the government subsidies Trump took away Tesla is not profitable.

I very much doubt that. In the past I have spent quite some time going over the financials of Tesla. My memory is bad, but I recall that the subsidies were way, way less than the actual net profit.

Comment Re:Paywalls were not their choices to start with (Score 1) 98

I would expect as much. Can anyone even make a good case for the existence of "Journals" -- as companies that get to sell access to research they didn't fund? I don't believe any scientists are getting rich off royalties from them, right?

They seem to me to be like a worse version of the record label racket. It seems like peer review itself should provide enough signal (drawing on the reputations of who decided to review it) to distinguish a Serious Paper that Really Matters from some slop fabricated by a conspiracy theorist in their basement. And surely the bandwidth costs etc. are so low as to be borne by the universities themselves, either by each of them self-hosting, or by funding a cooperative to host them all in one place. Or whatever Arxive is, of course.

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