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Next month, however, a team of MIT researchers will be presenting a so-called “Proxyless neural architecture search” algorithm that can speed up the AI-optimized AI design process by 240 times or more. That would put faster and more accurate AI within practical reach for a broad class of image recognition algorithms and other related applications.

“There are all kinds of tradeoffs between model size, inference latency, accuracy, and model capacity,” says Song Han, assistant professor of electrical engineering and computer science at MIT. Han adds that:

“[These] all add up to a giant design space. Previously people had designed neural networks based on heuristics. Neural architecture search tried to free this labor intensive, human heuristic-based exploration [by turning it] into a learning-based, AI-based design space exploration. Just like AI can [learn to] play a Go game, AI can [learn how to] design a neural network.”

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5. Division of labor

Much like division of labor in human societies, parts of the thick-footed morel fungus cultivate the bacteria while other parts help store the carbon for future use. This source-sink system is similar to human agricultural systems, where we move food from the fields to be processed and sold at grocery stores.

These five characteristics were confirmed experimentally using cell counting and 13C isotopic labeling. Much like humans, fungi can use cultivation, harvesting, storage, dispersal, and division of labor to farm bacteria. Don’t fear, hallmarks of agriculture that we can still claim as unique to humans include artificial selection or development as well as cultural transmission of agricultural innovations.

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Scientists at Stanford University say they’ve devised antibodies that block a specific gene related to brain aging — and that it’s giving old mice the cognitive prowess of younger ones.

“The mice became smarter,” senior author Tony Wyss-Coray said in a statement. “Blocking [the gene] CD22 on their microglia restored their cognitive function to the level of younger mice. CD22 is a new target we think can be exploited for treatment of neurodegenerative diseases.”

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A fringe group of scientists and tech moguls think they’re closing in on the fountain of youth. Here’s everything you need to know:

What is biohacking? Silicon Valley is built on the idea that technology can optimize, or “hack,” any aspect of our lives — so why not the human life span? Until recently, anyone hawking pills or treatments that promised to restore youthfulness was considered a quack, yet a growing number of “transhumanists” are convinced that, in time, human beings can be transformed through bioengineering, and that aging will be curable just like any other malady.

In light of rapid gains in gene editing, nanotechnology, and robotics, some futurists expect this generation’s biohackers to double their life spans. Aubrey de Grey, a regenerative medicine researcher backed by tech mogul Peter Thiel, insists that someone alive today will live to be 1,000. “It’s extraordinary to me that it’s such an incendiary claim,” de Grey says. Korean physician and financier Joon Yun has offered two $500,000 prizes to anyone who can restore a test animal’s youthful heart rate and extend its lifespan by 50 percent. For humans, the mortality rate at age 20 is 0.001 percent, Yun figures, “so if you could maintain the homeostatic capacity of that age throughout your life, your average life span would be 1,000.”

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A team of researchers from Nanjing and Xiamen Universities in China has developed an alternative to using viruses to transport CRISPR-Cas9 gene editing tools into a desired cell—and it involves two types of light. In their paper published in the journal Science Advances, the group describes their new type of carrier and how well it worked with test mice.

CRISPR-Cas9 gene editing tools are a coming revolution in treating genetic conditions, and scientists continue to test their abilities in a variety of applications. One area of study has involved looking for a replacement carrier system—the current approach uses a virus to carry the gene editing tool into a particular cell. Early on, researchers knew that the virus approach was not viable because of possible responses from the , or worse, the threat of initiating tumors. In this new effort, the team in China has come up with an entirely new way to deliver the gene editing tool using two kinds of light.

Their carrier system consists of nanoparticles that are sensitive to low-energy near– (NIR) and that emit UV light. When NIR is shone on the nanoparticles, the light is absorbed and converted to UV light, which is emitted. Inside of a cell, the package is activated by shining NIR onto the skin, where it penetrates into the body and makes its way to the gene editing tool. When the NIR is converted to UV light, it cuts molecules in the carrier package, releasing the gene editing tool to do its work.

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It’s a difficult choice: Go hungry or go it alone.

When soldiers are weighed down on the battlefield by food supplies and the heavy battery packs that power their communication equipment, they often choose to ditch the rations. It’s a sacrifice made to keep devices powered up and communication lines open in the field.

Smaller, longer-lasting batteries would help lighten a soldier’s load, so USC researchers are working with the U.S. Department of Defense to develop better batteries that weigh half as much as current power packs.

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