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Comment Re:So, don't factor homework in the grade (Score 1) 150

The answers should be provided after the due date. If the student failed one or more particular concepts or techniques, why wait until they fail them at an exam to find out? That doesn't mean the instructors need to spend their time checking the homework, it's sufficient for the student to grade their own homework and say "I'm not getting this, I better ask for help".

Comment Re:Good (Score 1) 150

It would make sense to me if the answer key was posted after the homework came due. The students could grade their own work against the answer key if they choose, and if they consistently got something wrong they could ask about it. This means less work for the instructors while still performing the due diligence of giving the students feedback on the quality of their homework. Those who care will use what is provided. Those who don't, won't.

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

Submitted by Baldrson
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.)

Submission + - Virus Stole a Human Gene and Won't Let Go of It (nytimes.com)

Submitted by joshuark
joshuark writes: In a new twist on the phrase "going viral" or stealing code, the NYT reports a virus has "stolen" a human gene, and will not let it go. In the article "This Virus Stole a Human Gene and Won’t Let Go of It" reports that scientists have found a human gene lurking in a virus that causes skin infections. Thus using our own DNA to infect us.

The molluscum contagiosum virus, which causes sores on skin, swiped a gene from humans about 100,000 years ago according to a new study.

The way that viruses replicate makes them particularly good at thieving DNA. The viruses infect a cell, then co-opt its machinery by injecting their own genes. Sometimes this process goes awry, and a stretch of the host’s DNA gets bundled into the new viral genes. This molecular error can pose a threat to human health.

Comment The dabblers are wandering off. (Score 1) 152

Is this necessarily a bad thing? For quite some time, coding has been pushed as a way to make yourself marketable. For a lot of people who have no particular passion for it—nor for anything else, which is why they're dabbling in everything—but were only in it because they thought it was a good career move, it is smart to look for greener pastures now. The real question is, what adjacent fields are easy to slide into, but AREN'T equally vulnerable to the unblinking gaze of AI once there is the critical mass to justify the effort? Are there any?

Comment Re:Hollywood Accounting needs to be banned,prosecu (Score 1) 142

the actual production cost of $30 million as indicated by the tax writeoff stated value

The tax write-off can only be for part of the production cost, isn't it? You don't get to deduct the entire cost of the movie.

It's well-reported that WB sold the film below costs to Ketchup, and they paid $50 million for it.

Submission + - New tin-based solar cells trap heat 1,000 times longer, could beat 33% limit. (interestingengineering.com)

Submitted by fahrbot-bot
fahrbot-bot writes: Interesting Engineering is reporting that researchers at the University of Groningen in the Netherlands found that tin-based perovskite solar cells can slow heat loss from high-energy “hot electrons” by a factor of 1,000 and could push solar cell efficiency beyond the theoretical 33 percent limit.

When sunlight strikes a panel, photons jump-start electrons into action. The most energetic photons create super-charged hot electrons. Theoretically, these high-voltage powerhouses should generate far more electricity, but, in practice, they are fleeting. In fractions of a trillionth of a second, these high-energy particles rapidly cool, dumping their bonus energy as waste heat before ever leaving the solar cell.

“This means that the energy is lost before the hot electron exits the solar cell material,” said Jan Anton Koster, Professor of Physics of Novel Semiconductors and Devices at the University of Groningen.

Using a specialized solar cell material called tin-based perovskite, Loi’s lab performed a feat many thought impossible: she slowed the heat loss down by a factor of 1,000. Suddenly, the extra energy lingered for nanoseconds instead of vanishing in picoseconds.

The study findings were published in the journal ACS Energy Letters.

Submission + - Google fined more than €400m by Irish regulator over its use of location da (theguardian.com)

Submitted by AmiMoJo
AmiMoJo writes: Google has been fined more than €400m (£345m) over the way it processed users’ location data, following claims that the tech giant had manipulated users into agreeing to be constantly tracked on their mobile phones. The fine, imposed by Ireland’s Data Protection Commission (DPC), comes after complaints from multiple European consumer organisations that Google was following every step users took.

The DPC launched its inquiry six years ago and set out to find out whether Google had a valid legal basis for its use of location data. It found that Google users could have been unaware that their location was being used to influence them with adverts or to gather details about their health and interests.

Submission + - The brain is actually two completely separate organs (stanford.edu)

Submitted by Beeftopia
Beeftopia writes: From Stanford Medicine:

"For centuries, scientists have thought of the brain as a single, unified organ. But new research led by Stanford Medicine reveals that what we call the brain is two distinct organs that evolved independently over hundreds of millions of years."

The adult brain has three main regions: the forebrain, midbrain and hindbrain. Scientists could never create hindbrain neurons.

"Previous attempts to make hindbrain neurons likely tried to coax forebrain and midbrain progenitors into hindbrain cells, which our study shows is not possible,” said researcher Rayyan Jokhai.

"The researchers’ breakthrough came from studying the earliest moments of embryonic development, during a stage called gastrulation when the body first takes shape. Jokhai and Dundes discovered that the hindbrain follows a separate developmental path, running in parallel to — rather than branching off from — the pathway that creates the forebrain and midbrain."

With this knowledge, researchers were able to create hindbrain neurons.

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DISCLAIMER: Use of this advanced computing technology does not imply an endorsement of Western industrial civilization.

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