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How and when does AGI transform the economy?

The Economics of AGI

Andrew koh, alex imas, & shane legg.

GoogleDeepMind 2026 https://institute.deepmind.com/essays/the-economics-of-intelligence/

“Smarter AI will increase productivity but real economic transformation hinges on agents learning to coordinate.”

Is AGI really going to transform the economy as fast as the benchmarks suggest? 🧠📈

A landmark essay from Google DeepMind (“The Economics of Intelligence”) offers a compelling reality check on why exponential AI benchmarks haven’t immediately translated into macroeconomic productivity gains.

Here are three key takeaways from the research:

Continue reading “How and when does AGI transform the economy?” | >

An Overlooked Immune Cell Killed The Deadliest Form of Lung Cancer in Lab Tests

Small cell lung cancer (SCLC) is a particularly aggressive and deadly disease: fewer than 7 in 100 people survive it for five years.

One of the tricks SCLC uses to persist and to evade treatments is to hide itself from the immune system. Now, an international team of researchers has found a way of removing that disguise and making SCLC more vulnerable.

The crucial component of the new approach is a type of immune cell called gamma delta T cells.

Scientists discover that cranberry juice may help fight tooth decay

Cranberry juice may offer an unexpected benefit for your teeth. New research suggests that pure, unsweetened cranberry juice can slow the growth of dental plaque and reduce the production of acids that contribute to tooth decay.

Cranberries are a familiar part of holiday celebrations. They appear in sauces, salads, and cocktails, and even serve as colorful seasonal decorations. But beyond their tart flavor and festive appeal, these small red berries contain natural compounds that may support oral health.

Marine molecule may help combat ‘brain-eating’ amoeba

Primary amoebic meningoencephalitis (PAM), a parasitic disease that causes the rapid deterioration of brain tissue, is one of the most lethal infections known, with a fatality rate exceeding 97%. Caused by the free-living amoeba Naegleria fowleri (N. fowleri), the disease progresses with devastating speed, often leaving patients with only a few days to respond to treatment.

Now, researchers at the University of California San Diego have isolated a marine-derived compound that may provide a faster, more effective way to stop the parasite.

The study, published in Marine Drugs, was led by Debnath, Fenical and Hayley Fong, who completed this project as part of her doctoral research at UC San Diego.

Mathematical puzzle from 1904 takes physical form in gold-studded helium droplets

When identical charges repel each other but are confined to the surface of a sphere, they seek the arrangement with the lowest possible energy. The idea is simple, but the problem gets harder to solve with every charge added. The so-called Thomson problem dates back to the “plum-pudding” model of the atom, which Nobel laureate Joseph J. Thomson proposed in 1904. The atomic model has long been superseded, but the mathematical problem has endured.

In 1998, mathematician Stephen Smale listed it as Problem No. 7 among his 18 major mathematical challenges for the 21st century. Exact solutions still exist only for a few small systems. The question also matters well beyond mathematics—for example, for the structure of viruses, fullerenes and colloidal shells.

Nuclear War Myths: Would Civilization Really End?

Nuclear war could kill millions or billions, but would it really end civilization?
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Credits:
Nuclear War Myths: Would Civilization Really End?
Written, Produced & Narrated by: Isaac Arthur.
Music by Epidemic Sound: http://nebula.tv/epidemic.
Select imagery/video supplied by Getty Images.

Chapters.
0:00 Intro.
0:09The Apocalypse We Inherited.
4:05 What Nuclear Weapons Actually Do.
9:33 Fallout Is Not Magic Death Dust.
19:21 Cities Burn, But the World Is Not One City.
23:29 Civilization After the Strike.
32:08 Flexispot.
33:38 Survival Beyond the Numbers.