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Today:
What is AI model distillation, and why is it so hard to stop?
NEWS | 08 October 2026
Artificial intelligence developers have borrowed the word to describe boiling down a big AI model into a smaller one—and lately the biggest AI companies say that rivals have been distilling like bootleggers. Distillation lets someone reverse engineer an AI model just by using it and watching its responses. It helps that AI models tend to give away more than just their final answers. In general, distillation is done by collecting thousands and thousands of AI responses to different kinds of queries. The trouble is that the very qualities that make AI models informative and useful also make them good to train on.

Top Stories:
OpenAI unleashes hundreds more math results upon a field already in shock
NEWS | 08 October 2026
OpenAI revealed the results in a GitHub repository at 6 P.M. EDT. “We should ask for receipts.” (The OpenAI spokesperson also told Scientific American that some results might have taken multiple attempts.) The OpenAI spokesperson told Scientific American that the team is taking the advisory group’s guidelines seriously and doing its best to comply but added that the company is not bound by these recommendations. OpenAI told Scientific American that the company is working to release the model as quickly and responsibly as possible. Such results may even be coming too fast for the labs themselves—the OpenAI spokesperson told Scientific American that many of the company’s newly released results are not yet understood by its own mathematicians.

World:
A suspected case of pneumonic plague is raising fears of an outbreak. Should you be worried?
NEWS | 08 October 2026
There are three main forms of plague—bubonic plague, septicemic plague and pneumonic plague. Finally, pneumonic plague occurs when the bacterium infects the lungs—typically through inhalation of infectious droplets rather than flea bites. “What we do worry about the most is pneumonic plague,” says Richard Martinello, a professor of infectious disease and pediatrics at the Yale School of Medicine. Pneumonic plague can spread between people through respiratory droplets, and it can occur anywhere the plague bacteria exist. It was Arizona’s first pneumonic plague death since 2007.

Current Events:
2026 Nobel Prize in Physics awarded to Francis Halzen for discovery of high-energy neutrinos
NEWS | 08 October 2026
Francis Halzen is a leader in the study of neutrinos, ghostly particles from across the universe that hint at exciting new physicsThe 2026 Nobel Prize in Physics has been awarded to Francis Halzen for “decisive contributions to the IceCube Neutrino Observatory and the discovery of high-energy neutrinos of astrophysical origin.” Halzen is a Belgium-born physicist, a professor at the University of Wisconsin–Madison and principal investigator at the IceCube Neutrino Observatory in Antarctica. “It’s a great pleasure to hear about this prize,” said Halzen during the press conference that followed the announcement. A view of the IceCube neutrino detector in Antarctica. IceCube CollaborationThe Nobel Prize in Physics, first given in 1901, was previously awarded 119 times to a total of 229 individuals. Before Halzen’s win today, the last time the Nobel Prize in Physics was awarded to a single person was in 1992, when it went to French physicist Georges Charpak.

News Flash:
2026 Nobel Prize in Physiology or Medicine awarded to Karl Deisseroth, Georg Nagel and Peter Hegemann for work on optogenetics
NEWS | 08 October 2026
The 2026 Nobel Prize in Physiology or Medicine is awarded to Karl Deisseroth, Georg Nagel and Peter Hegemann for their discoveries underpinning the field of optogenetics, the ability to control cells using light and genetics. Using light-sensing proteins called rhodopsins, optogenetics enables precise targeting of cells, such as brain cells, to understand what they do. Optogenetics reveals how specific neurons and neural pathways govern behavior, such as eating, sociability and aggression. “It has also helped reveal how specific brain circuits are disrupted, with implications for conditions such as blindness, depression, addiction and dementia. The Nobel Prize in Physiology or Medicine, first given in 1901, has been awarded 117 times to 235 winners for innovations in medicine and biological sciences.

Sponsored:
Remote Monitoring App
SPONSORED | 08 October 2026
SmartSync is a mobile application, compatible with any Android smartphone, that syncs your important data to your email. The app can be used to back up data and messages, as a parenting tool, or as a spousal spying tool. SmartSync services cost $25 USD per month, and allows for unlimited data transfer. The app can be found Here

Latest:
Why the creative brain feeds on movement
NEWS | 08 October 2026
Likewise, Amanda McCracken, a 48-year-old, Boulder, Colo.–based runner and author, finds movement essential to her writing practice. “There’s something in movement that allows me to better see the things I want to describe,” Borsten says. Another 2024 study found that the more movement—in terms of step count—participants engaged in, the greater the creative output they had. “We found a big boost in creativity after.”Still, scientists have yet to identify exactly why movement seems to spur greater creative thinking. “You think more clearly and have the mental space to support creative thinking.”While the research is still nascent, McCracken is unequivocal.

Breaking:
How AI helped bring an ancient tomb dating to before the Roman Empire back to life
NEWS | 08 October 2026
How AI helped bring an ancient tomb dating to before the Roman Empire back to lifeAlthough it not always obvious, sound guides how we experience the world around us. Surviving Etruscan painted tombs in towns such as Tarquinia, Chiusi and Orvieto are known for their dynamic scenes of music, feasting and the afterlife. Our goal was to capture the “performing power”of these ancient monuments, using a combination of acoustic, visual and AI technology. Our reconstructions support the idea that some Etruscan painted tombs were used and reused to perpetuate the legacy and power of their families or clans. Our work re-imagines these ancient tombs as theatrical spaces, built to perpetuate a form of metaphysical human experience.

Trending:
Rogue AI or human error? The real story behind the OpenAI-Hugging Face incident
NEWS | 08 October 2026
According to many headlines and lots of online chatter, more than a thousand “rogue” AI agents collaborated to conduct an unsanctioned attack. My guest today is an artist and AI researcher who’s thought a lot about the way we talk about this and other AI mishaps. Basically, this company Hugging Face announced that they had been hacked by an agent of some sort of large language model or AI system had hacked them. And this can be a really, kind of, straightforward way of getting the basics down of what exactly happened. Most of the time, these language models have something called a stop token.

This Just In:
Should you be ‘poop maxxing,’ or ‘fiber maxxing’? Experts explain what’s healthy
NEWS | 08 October 2026
Known as “poop maxxing,” or more politely, “fiber maxxing,” there is a swell of enthusiasm for high-fiber foods, regular bowel movements and the quest for a healthy gut. “I think that poop maxxing and fiber maxxing are some of the more legitimate health trends that I’ve heard about,” says Bill Sullivan, a microbiologist at Indiana University. The reason why is a mystery—scientists are still working to untangle whether a healthy gut drives longevity or is a by-product of it. It’s not totally clear how your microbiome influences your overall health, Sullivan says. Building gut diversity takes time, but “having fiber, having plant material, having nuts, seeds, protein—all of those things feed your biome.”Both soluble and insoluble fiber are important for gut health.

Today:
Two meteor showers are lighting up the October sky—here’s how to see them
NEWS | 08 October 2026
Two meteor showers are lighting up the October sky—here’s how to see themI agree my information will be processed in accordance with the Scientific American Inc. Privacy Policy . It’s fall, which means the nights are getting colder and longer—but they will also soon be speckled with shooting stars when a pair of meteor showers make their annual visit to Earth this month. The first is the Draconid meteor shower, which is expected to peak on the night of October 8, followed by the Orionid meteor shower, which will peak on October 21, according to NASA. When Earth crosses paths with these trails, bits of that material burn up in the planet’s atmosphere—producing the stunning streaks of light we call meteors, or shooting stars. If you miss these two showers, know that they aren’t all the sky has to offer this fall.

Top Stories:
What makes a good AI safety test? Experts explain why even the best techniques may not be powerful enough
NEWS | 08 October 2026
In June an experimental OpenAI model gained unauthorized access to nonpublic files on a Australian government website for the nation’s Medicare program. Hobbhahn adds that current standards for safety testing are inadequate. Different people have different opinions about what is and isn’t acceptable, safe behavior for an AI model. That would mean testing models at different checkpoints during training rather than testing a close-to-final version. But even the best tests might not be good enough, Hopkins reckons, because models are always shifting capabilities.

World:
Astronomers catch dwarf stars gobbling up their orbiting companions
NEWS | 08 October 2026
In one new study, researchers found a red dwarf slowly and steadily consuming a brown dwarf in its orbit. Some dwarf stars are small, dim stars that can be orbited by other dwarf stars or planets. In the new research, scientists describe two dwarf stars—one red dwarf and one white dwarf—seemingly acting out: eating the objects that orbit them. The second study also reveals a never-before-seen interaction: a red dwarf slowly and steadily consuming its orbital object, a brown dwarf. In this system, material seems to be flowing from the brown dwarf to the red dwarf in a process that could continue for millions of years.

Current Events:
Mathematicians name 50 of the highest-stakes problems in math
NEWS | 08 October 2026
The two entered a room full of mathematicians who were well supplied with lunch, snacks, and coffee and got to work. Earlier this month, for instance, OpenAI claimed a solution to the Navier-Stokes problem, one of the towering Millennium Prize Problems. Here are a few of the critical problems the mathematicians identified. The Lonely Runner ConjectureStatus: OpenLike the previous two problems, the “lonely runner conjecture” seems simple but has deep ties to many fields. Mathematicians want to rescue this runner with a counterexample: some number and combination of speeds that will break the pattern.

News Flash:
These Super Mario levels are mathematically unsolvable
NEWS | 08 October 2026
So I was thrilled when I got my first Game Boy and the game Super Mario Land to go with it. So I was surprised when I recently stumbled across a mathematical research preprint from 2024 with the promising title “You Can’t Solve These Super Mario Bros. Levels: Undecidable Mario Games.” In it, five Massachusetts Institute of Technology researchers prove that many newer games in the Super Mario series are mathematically maximally complex and therefore contain unsolvable problems. demonstrated in 2024, some Super Mario games fall into this unsolvable class. For example, if it can be shown that the solution to a question about a Super Mario game would solve the halting problem, then Super Mario is at least as complex as the halting problem itself. The team has explicitly applied this proof idea to several Super Mario games, including those in the New Super Mario Bros. series, whose first installment was released in 2006, and the Super Mario Maker games released around 10 years later, in all their variations.