CHRISTIE HEMM KLOK
Intelligent Machines
The GANfather: The man who’s given machines the gift of imagination
By pitting neural networks against one another, Ian Goodfellow has created a powerful AI tool. Now he, and the rest of us, must face the consequences.
by Martin Giles
Feb 21, 2018
One night in 2014, Ian Goodfellow went drinking to celebrate with a fellow doctoral student who had just graduated. At Les 3 Brasseurs (The Three Brewers), a favorite Montreal watering hole, some friends asked for his help with a thorny project they were working on: a computer that could create photos by itself.
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Researchers were already using neural networks, algorithms loosely modeled on the web of neurons in the human brain, as “generative” models to create plausible new data of their own. But the results were often not very good: images of a computer-generated face tended to be blurry or have errors like missing ears. The plan Goodfellow’s friends were proposing was to use a complex statistical analysis of the elements that make up a photograph to help machines come up with images by themselves. This would have required a massive amount of number-crunching, and Goodfellow told them it simply wasn’t going to work.
But as he pondered the problem over his beer, he hit on an idea. What if you pitted two neural networks against each other? His friends were skeptical, so once he got home, where his girlfriend was already fast asleep, he decided to give it a try. Goodfellow coded into the early hours and then tested his software. It worked the first time.
What he invented that night is now called a GAN, or “generative adversarial network.” The technique has sparked huge excitement in the field of machine learning and turned its creator into an AI celebrity.
CHRISTIE HEMM KLOK
In the last few years, AI researchers have made impressive progress using a technique called deep learning. Supply a deep-learning system with enough images and it learns to, say, recognize a pedestrian who’s about to cross a road. This approach has made possible things like self-driving cars and the conversational technology that powers Alexa, Siri, and other virtual assistants.
But while deep-learning AIs can learn to recognize things, they have not been good at creating them. The goal of GANs is to give machines something akin to an imagination.
In the future, computers will get much better at feasting on raw data and working out what they need to learn from it.
Doing so wouldn’t merely enable them to draw pretty pictures or compose music; it would make them less reliant on humans to instruct them about the world and the way it works. Today, AI programmers often need to tell a machine exactly what’s in the training data it’s being fed—which of a million pictures contain a pedestrian crossing a road, and which don’t. This is not only costly and labor-intensive; it limits how well the system deals with even slight departures from what it was trained on. In the future, computers will get much better at feasting on raw data and working out what they need to learn from it without being told.
That will mark a big leap forward in what’s known in AI as “unsupervised learning.” A self-driving car could teach itself about many different road conditions without leaving the garage. A robot could anticipate the obstacles it might encounter in a busy warehouse without needing to be taken around it.
That will mark a big leap forward in what is known in AI as “unsupervised learning.”
Our ability to imagine and reflect on many different scenarios is part of what makes us human. And when future historians of technology look back, they’re likely to see GANs as a big step toward creating machines with a human-like consciousness. Yann LeCun, Facebook’s chief AI scientist, has called GANs “the coolest idea in deep learning in the last 20 years.” Another AI luminary, Andrew Ng, the former chief scientist of China’s Baidu, says GANs represent “a significant and fundamental advance” that’s inspired a growing global community of researchers.
The GANfather, Part II: AI fight club
Goodfellow is now a research scientist on the Google Brain team, at the company’s headquarters in Mountain View, California. When I met him there recently, he still seemed surprised by his superstar status, calling it “a little surreal.” Perhaps no less surprising is that, having made his discovery, he now spends much of his time working against those who wish to use it for evil ends.
The magic of GANs lies in the rivalry between the two neural nets. It mimics the back-and-forth between a picture forger and an art detective who repeatedly try to outwit one another. Both networks are trained on the same data set. The first one, known as the generator, is charged with producing artificial outputs, such as photos or handwriting, that are as realistic as possible. The second, known as the discriminator, compares these with genuine images from the original data set and tries to determine which are real and which are fake. On the basis of those results, the generator adjusts its parameters for creating new images. And so it goes, until the discriminator can no longer tell what’s genuine and what’s bogus.
A GAN trained on photos of real celebrities came up with its own set of imaginary stars. In most cases, the fakes looked pretty realistic.
NVIDIA
In one widely publicized example last year, researchers at Nvidia, a chip company heavily invested in AI, trained a GAN to generate pictures of imaginary celebrities by studying real ones. Not all the fake stars it produced were perfect, but some were impressively realistic. Unlike other machine-learning approaches that require tens of thousands of training images, GANs can become proficient with a few hundred.
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This power of imagination is still limited. Once it’s been trained on a lot of dog photos, a GAN can generate a convincing fake image of a dog that has, say, a different pattern of spots; but it can’t conceive of an entirely new animal. The quality of the original training data also has a big influence on the results. In one telling example, a GAN began producing pictures of cats with random letters integrated into the images. Because the training data contained cat memes from the internet, the machine had taught itself that words were part of what it meant to be a cat.
Getting GANS to work well can be tricky. If there are glitches, the results can be bizarre.
ALEC RADFORD
GANs are also temperamental, says Pedro Domingos, a machine-learning researcher at the University of Washington. If the discriminator is too easy to fool, the generator’s output won’t look realistic. And calibrating the two dueling neural nets can be difficult, which explains why GANs sometimes spit out bizarre stuff such as animals with two heads.
Still, the challenges haven’t deterred researchers. Since Goodfellow and a few others published the first study on his discovery, in 2014, hundreds of GAN-related papers have been written. One fan of the technology has even created a web page called the “GAN zoo,” dedicated to keeping track of the various versions of the technique that have been developed.
The most obvious immediate applications are in areas that involve a lot of imagery, such as video games and fashion: what, for instance, might a game character look like running through the rain? But looking ahead, Goodfellow thinks GANs will drive more significant advances. “There are a lot of areas of science and engineering where we need to optimize something,” he says, citing examples such as medicines that need to be more effective or batteries that must get more efficient. “That’s going to be the next big wave.”
In high-energy physics, scientists use powerful computers to simulate the likely interactions of hundreds of subatomic particles in machines like the Large Hadron Collider at CERN in Switzerland. These simulations are slow and require massive computing power. Researchers at Yale University and Lawrence Berkeley National Laboratory have developed a GAN that, after training on existing simulation data, learns to generate pretty accurate predictions of how a particular particle will behave, and does it much faster.
Goodfellow's creation can be used to imagine all sorts of things, including new interior designs.
IAN GOODFELLOW
Medical research is another promising field. Privacy concerns mean researchers sometimes can’t get enough real patient data to, say, analyze why a drug didn’t work. GANs can help solve this problem by generating fake records that are almost as good as the real thing, says Casey Greene of the University of Pennsylvania. This data could be shared more widely, helping to advance research, while the real records are tightly protected.
The GANfather, Part III: Bad fellows
There is a darker side, however. A machine designed to create realistic fakes is a perfect weapon for purveyors of fake news who want to influence everything from stock prices to elections. AI tools are already being used to put pictures of other people’s faces on the bodies of porn stars and put words in the mouths of politicians. GANs didn’t create this problem, but they’ll make it worse.
Hany Farid, who studies digital forensics at Dartmouth College, is working on better ways to spot fake videos, such as detecting slight changes in the color of faces caused by inhaling and exhaling that GANs find hard to mimic precisely. But he warns that GANs will adapt in turn. “We’re fundamentally in a weak position,” says Farid.
This cat-and-mouse game will play out in cybersecurity, too. Researchers are already highlighting the risk of “black box” attacks, in which GANs are used to figure out the machine-learning models with which plenty of security programs spot malware. Having divined how a defender’s algorithm works, an attacker can evade it and insert rogue code. The same approach could also be used to dodge spam filters and other defenses.
“There are a lot of areas of science and engineering where we need to optimize something. That’s going to be the next big wave.”
Goodfellow is well aware of the dangers. Now heading a team at Google that’s focused on making machine learning more secure, he warns that the AI community must learn the lesson of previous waves of innovation, in which technologists treated security and privacy as an afterthought. By the time they woke up to the risks, the bad guys had a significant lead. “Clearly, we’re already beyond the start,” he says, “but hopefully we can make significant advances in security before we’re too far in.”
Nonetheless, he doesn’t think there will be a purely technological solution to fakery. Instead, he believes, we’ll have to rely on societal ones, such as teaching kids critical thinking by getting them to take things like speech and debating classes. “In speech and debate you’re competing against another student,” he says, “and you’re thinking about how to craft misleading claims, or how to craft correct claims that are very persuasive.” He may well be right, but his conclusion that technology can’t cure the fake-news problem is not one many will want to hear.
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Teen sexting is an overblown moral panic, according to a new study
While parents and media freak out about sexting teens, one study says it and “sextortion” fears are inflated.
image of teen girls on bed looking at phone sexting sextortion selfie
A study just published in the Archives of Sexual Behavior of nearly 6,000 teens shows that while many had sent and received sexually explicit images, only about 3% of 12- to 17-year-olds in the US had...
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Climate ChangeJul 18
10 technologies that could combat climate change as food demand soars
A new study from the World Bank and UN finds we’ll need ways to boost yields faster than ever before to prevent agricultural emissions from soaring.
Read more
A rice field in Indonesia.
Kids and TechJul 18
China’s government has given location-tracking watches to 17,000 children
The smart watches use chips developed and designed by BeiDou, a Chinese satellite navigation system, to pinpoint a child’s position within 10 meters....
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Facebook's Libra battleJul 18
The fight over Facebook’s digital currency could change the face of banking
This week, Facebook tussled with lawmakers in Washington about Libra, whose potential repercussions for the global financial system are still poorly understood.
An image of David Marcus
Humans and TechnologyJul 18
What’s new and what isn’t about Elon Musk’s brain-computer interface
An image of a woman with a device behind her ear
Silicon ValleyJul 18
Google has “terminated” its project to build a search engine for China
Google dragonfly
The year-long project to build a censored search engine for the Chinese market, dubbed Project Dragonfly, had been heavily criticized in the US....
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Election hacking
Hacking in the 2020 election
Election hackers likely targeted 50 states in 2016. The states will be watching this time around.
Voting stickers
01.
US elections are still far too vulnerable to attack—at every level
June 2019
02.
Hackers are out to jeopardize your vote
August 2018
03.
Four big targets in the cyber battle over the US ballot box
August 2018
04.
Election hacks are beginning to look like the new normal
May 2017
Artificial IntelligenceJul 17
A sensor-filled “skin” could give prosthetic hands a better sense of touch
Image of a person wearing a prothetic hand
The “electronic skin,” inspired by the nervous system, can sense temperature, pressure, or humidity. It could be used to give prosthetic limbs a more complex sense of touch....
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The AI technique that could imbue machines with the ability to reason
Facebook’s new poker-playing AI could wreck the online poker industry—so it’s not being released
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ComputingJul 17
What happens when a country’s entire adult population is hacked?
Sofia, Bulgaria
After a massive hack in Bulgaria, the prime minister called the attacker a “wizard,” but cybersecurity experts said the security was simply inadequate. ...
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ComputingJul 17
To foil hackers, this chip can change its code in the blink of an eye
Funded by the US Defense Department, Morpheus repeatedly randomizes key parts of its software so attackers face a moving target
Humans and TechnologyJul 17
Elon Musk’s Neuralink says it’s nearly ready for the first human volunteers
During an event in San Francisco yesterday evening, the startup unveiled a sewing-machine-like robot used to implant ultrafine flexible electrodes deep into the brain to detect neuron activity....
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Artificial IntelligenceJul 16
A new immersive classroom uses AI and VR to teach Mandarin Chinese
Read more
Artificial IntelligenceJul 16
Intel’s new AI chips can crunch data 1,000 times faster than normal ones
Intel chip for AI
The hardware is already being used to improve the performance of things like prosthetic limbs....
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Artificial IntelligenceJul 16
Elon Musk’s brain-interface company is promising big news. Here’s what it could be.
We think Neuralink, which develops brain-machine interfaces, is recording from the neurons of monkeys as a stepping stone toward humans.
Read more
ComputingJul 15
How WeChat censors private conversations, automatically in real time
Read more
Conceptual illustration of WeChat image censoring
Humans and TechnologyJul 15
The one kind of screen time that isn’t likely to give your kids depression
image of boy playing video game on phone depression adolescent patricia conrod montreal social media
Social-media use and television time have been connected to depression in tweens and teens for a while now—but a new finding suggests not all screen time is a downer....
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BlockchainJul 15
US lawmakers want to stop Big Tech from issuing digital currencies
Facebook’s plan to create a new digital currency will be in the spotlight later this week in Washington, thanks to two high-profile congressional hearings on the schedule. But members of the House of...
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Silicon ValleyJul 11
France has passed its new Big Tech tax—and the US is not happy
google amazon facebook logos
The French parliament has just approved a 3% digital sales tax aimed at closing the loopholes big tech companies use to bring down their tax bills. ...
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SpaceJul 15
We might grow plants on Mars by warming the ice caps with “frozen smoke”
Using silica aerogel to trap heat and create liquid water sounds far-fetched, but it could one day be used to help us grow food on the planet’s surface.
Read more
A photo of the mars surface
Silicon ValleyJul 15
Facebook is actually worth more thanks to news of the FTC’s $5 billion fine
Mark Zuckerberg appears before Congress in 2018
Its share price jumped by nearly 2% after reports of the record-breaking fine emerged on Friday....
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How “stalkerware” apps are letting abusive partners spy on their victims
The world’s smallest big rocket company
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Humans and TechnologyJul 12
A biotech startup is making cow-free ice cream. Would you eat it?
Perfect Day says it’s figured out how to make ice cream that’s creamy without any animal protein.
woman holding ice cream cone
A company called Perfect Day has announced that after five years and $60 million in venture backing, it’s created ice cream made of whey protein harvested from genetically modified yeast....
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Artificial IntelligenceJul 12
Watch this robot do the Bottle Cap Challenge—and show a new way to control machines
It isn’t quite a roundhouse kick, but check out the robot above in a simpler version of the “Bottle Cap Challenge.” (If you haven’t come across this yet, it consists of people trying to kick the top...
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Smarter self-driving
An algorithm that evolved Starcraft bots is also training self-driving cars
A more efficient way to training neural nets could provide a crucial edge in the hyper-competitive world of automated driving—and elsewhere.
Waymo vehicle
01.
Tesla says its new self-driving chip will help make its cars autonomous
April 2019
02.
The three challenges keeping cars from being fully autonomous
April 2019
03.
Self-driving cars could make urban traffic jams worse
January 2019
Artificial IntelligenceJul 12
The AI technique that could imbue machines with the ability to reason
Yann LeCun, Facebook’s chief AI scientist, believes unsupervised learning will bring about the next AI revolution.
An image of babies playing with blocks
Silicon ValleyJul 12
Humans might be listening to your Google Assistant recordings
A Google Home device
Google’s privacy policy page makes no mention of the fact human contractors listen to some of the recordings....
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Libra backlashJul 12
Even Donald Trump is dumping on Facebook’s digital-currency dreams
Trump
ComputingJul 12
Explainer: What is post-quantum cryptography?
The race is on to create new ways to protect data and communications from the threat posed by super-powerful quantum computers.
Artificial IntelligenceJul 11
Facebook’s new poker-playing AI could wreck the online poker industry—so it’s not being released
Read more
SpaceJul 11
A Japanese spacecraft just grabbed more rocks from the asteroid Ryugu
Hayabusa2 landing on Ryugu
Hayabusa2 has collected a second sample from the asteroid’s surface. It could give us a unique insight into how the early solar system was formed....
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BlockchainJul 11
This blockchain-based card game shows us the future of ownership
Gods Unchained is riding a wave of hype because of the way it lets players own digital cards. But the core concept could reach beyond games.
Read more
ComputingJul 10
The spyware used by Arab dictators has now shown up in Myanmar
A powerful German spyware company had its hacking tools spotted in Myanmar....
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Climate ChangeJul 10
China has slashed clean energy funding by 39%, leading a global decline
Wind turbines.
Worldwide funding of clean-energy projects fell to its lowest level in six years, in a staggering blow to the battle against climate change....
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Artificial IntelligenceJul 10
Amazon Alexa will now be giving out health advice to UK citizens
An Amazon Echo with tablets and a temperature probe beside it
The UK’s National Health Service hopes that its partnership with Amazon could help to reduce demand on its services....
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A new set of images that fool AI could help make it more hacker-proof
A new deepfake detection tool should keep world leaders safe—for now
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Humans and TechnologyJul 10
WeChat is running a natural experiment in human generosity
Read more
An image of a red envelope with the wechat loogo on it.
Artificial IntelligenceJul 9
AI analyzed 3.3 million scientific abstracts and discovered possible new materials
A stack of papers with a magnifying glass
A new paper shows how natural-language processing can accelerate scientific discovery....
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Artificial IntelligenceJul 9
Alibaba has claimed a new record in AI language understanding
An AI program developed by Alibaba has notched up a record-high score on a reading comprehension test. The result shows how machines are steadily improving at handling text and speech. ...
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BlockchainJul 9
Facebook’s digital currency has put China’s central bank on high alert
An image of Chinese paper bank notes.
The People’s Bank of China is paying close attention to Libra, the digital currency Facebook has created. And it may inspire the bank to accelerate its plans to speed up its own project to develop a...
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ComputingJul 9
Why metalenses are about to revolutionize chip-making
The ability to focus light into a pattern rather than a point makes metalenses promising tools for carving circuits into silicon.
Read more
SEM image (viewing angle tilted 30°) of the ‘U’ shape focused metalens
Special issue: spaceJuly/August 2019
How the asteroid-mining bubble burst
A short history of the space industry’s failed gold rush
An illustration showing US hundred dollar bills, gold, and space
Artificial IntelligenceJul 9
Instagram is using AI to stop people from posting abusive comments
Image of instagram post's comments section
The social-media platform will flag possibly offensive comments before they’re posted and ask the poster to reconsider....
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SpaceJul 9
Amazon has asked for permission to launch 3,200 broadband satellites
The firm has filed an application with the FCC to join SpaceX, One Web, and others in launching a constellation of satellites to provide broadband internet....
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Climate ChangeJul 5
Planting more trees could suck up a huge share of carbon emissions
A forest.
A new study found reforestation could be a far more important tool against climate change than previously believed. But other researchers quickly raised concerns about the core conclusions and how...
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BlockchainJul 5
We won’t control Libra, promises Facebook’s blockchain boss
David Marcus
David Marcus has written a post intended to give “clarity” to the critics of Libra, the blockchain network Facebook is trying to seed. ...
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Artificial IntelligenceJul 5
A new way to use the AI behind deepfakes could improve cancer diagnosis
Generative adversarial networks, the algorithms responsible for deepfakes, have developed a bit of a bad rap of late. But their ability to synthesize highly realistic images could also have important...
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SpaceJul 5
Satellites have spotted the biggest seaweed bloom in the world
A vast, 8,850 -kilometer-wide, 20-million-ton cluster of Sargassum algae spanned the Atlantic in July 2018....
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SPONSORED
Data for a new enlightenment
A new science of social physics is needed to make sense of the vast amounts of data now gathered and monitored, and to use it to help society, all while detecting changes in the human condition.
pentland image
BBVA
Produced in association with BBVA
US elections are still far too vulnerable to attack—at every level
Cybersecurity flaws in chips are still taking too long to fix
Sign up for The Download — your daily dose of what's up in emerging technology
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Also stay updated on MIT Technology Review initiatives and events?YesNo
BlockchainJul 5
We the Peeps will use blockchain to try to break the big-money monopoly in politics
Its founders think crowdfunding, cryptocurrency, and blockchain voting can help citizens call the shots.
illustration of two marshmallow peeps on a red and blue background
Artificial IntelligenceJul 4
London police’s face recognition system gets it wrong 81% of the time
A man puts up a poster describing London's Metropolitan Police's face recognition system trial
The first independent evaluation of the Metropolitan police’s use of face recognition warned it is “highly possible" the system would be ruled unlawful if challenged in court....
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Humans and TechnologyJul 3
TikTok is being investigated over its use of children’s data (again)
The company received the biggest fine ever for a case involving children’s privacy in the US in February....
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ComputingJul 3
Huawei is giving $300 million a year to universities with no strings attached
Photograph of Huawei booth
Silicon ValleyJul 3
Google’s internet balloon project is about to start its first commercial trial
A Loon internet balloon launches
It’ll be a crucial test of whether the technology can sustainably make money....
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BiotechnologyJul 3
A third CRISPR baby may have already been born in China
Another genetically edited baby is due, but the world may never learn of its birth if the Chinese government decides to keep it a secret.
Tech PolicyJul 2
Chinese border guards are putting a surveillance app on tourists’ phones
Uighur drivers have their vehicles checked at a police check point in Hotan
The spyware gathers everything from text messages to people’s contacts, and also looks for content China considers threatening....
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ComputingJul 2
Military satellites are still worryingly vulnerable to cyberattack
A new report says hackers could wreak havoc by interfering with space-based communications and navigation services that NATO armies rely on....
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Special issue: spaceJuly/August 2019
Can SpaceX and Blue Origin best a decades-old Russian rocket engine design?
The story of the RD-180, the big rocket engine that could
Photo of a rocket taking off
SpaceJul 2
NASA just tested how its Orion crew capsule will keep astronauts safe in an emergency
NASA's Orion spacecraft
Today’s test was to see if NASA’s new deep-space crew capsule can still keep its crew safe, even when everything goes wrong....
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Climate ChangeJul 1
South Pole sea ice is now vanishing at an alarming rate, too
Icebergs near Antartica.
Antarctic sea ice loss has suddenly sped ahead of the long-running decline in the Arctic....
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BlockchainJul 1
Facebook’s digital currency may force central banks to create their own
Just a few months ago, Augustín Carstens, the general manager for the Bank for International Settlements (BIS), the so-called central bank for central banks, said his organization saw no value in the...
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BiotechnologyJul 1
The CRISPR books racing to be the technology’s definitive guide
Stack of books
The CRISPR story has arrived for the grand telling as a miracle of our age. The proof? At least four popular, mass-market books about the DNA-snipping technology are under way....
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Alexa could spot your cardiac arrest—by listening to your breathing
A CRISPR startup is testing pig organs in monkeys to see if they’re safe for us
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Climate ChangeJul 1
We’ve already built too many power plants and cars to prevent 1.5 ˚C of warming
Read more
SpaceJul 1
SpaceX has lost communication with three of its 60 Starlink satellites
SpaceX's 60 broadband satellites being taken up into orbit
They will continue to orbit Earth but will eventually be brought down by gravity, burning up in the atmosphere....
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Humans and TechnologyJul 1
Machine learning has been used to automatically translate long-lost languages
Some languages that have never been deciphered could be the next ones to get the machine translation treatment.
Read more
Climate ChangeJun 28
Another major oil company tiptoes into the carbon removal space
Smoke from a plant.
ExxonMobil’s deal with a startup developing ways to suck carbon dioxide from the air marks another sign of the oil and gas sector’s growing interest....
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Tech PolicyJun 28
An AI app that “undressed” women shows how deepfakes harm the most vulnerable
Read more
An image of a woman with her body blurred
Climate ChangeJun 28
The biggest loser in the presidential debates: Planet Earth
Twenty Democratic candidates had a chance to tell voters why climate change should be America’s top political priority. They mostly blew it.
Read more
An image of the 2020 Democratic presidential candidates at the July 27 debate.
SpaceJun 27
NASA announces plans to send a drone to explore Titan for signs of life
Get ready for Dragonfly’s autonomous flight on Saturn’s largest moon.
An artist's concept image of the dragonfly drones landing on Saturn's moon Titan and then taking flight.
Climate ChangeJun 27
Seven questions each candidate should answer at tonight’s Democratic debate
A photo taken at the 2020 Democratic Presidential Debate
Humans and TechnologyJun 27
Why Avengers: Infinity War was so successful—according to ... ecology
Mathematical tools developed to analyze interactions in natural ecosystems help explain which films in the Marvel Universe make the most money.
ComputingJun 27
The evolution of cybersecurity: Veracode’s Chris Wysopal
Read more
Tech PolicyJun 27
The Pentagon has a laser that can identify people from a distance—by their heartbeat
The Jetson prototype can pick up on a unique cardiac signature from 200 meters away, even through clothes.
Read more
Apollo 11’s 50th Anniversary
The case for sending people back to the moon
Hard to justify in practical terms, a return to the moon nonetheless seems almost inevitable
An illustration showing a question mark and the moon
Artificial IntelligenceJun 26
Machine learning makes a better Luke Skywalker hand
A 3D-printed prosthetic hand controlled using a new AI-based approach could significantly lower the cost of bionic limbs for amputees....
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A new set of images that fool AI could help make it more hacker-proof
A new deepfake detection tool should keep world leaders safe—for now
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Artificial IntelligenceJun 26
A solar-powered robot bee shows how insect drones may take flight
This tiny, solar-powered, bee-like robot could be the future of drones. One day, anyway....
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Artificial IntelligenceJun 26
If you did the Mannequin Challenge, you are now advancing robotics research
Cast your mind back to the internet in 2016. Do you have hazy memories of the Mannequin Challenge? Well, the viral YouTube trend has now been used to train a neural network in understanding 3D scenes....
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Special issue: spaceJun 26
The number of satellites orbiting Earth could quintuple in the next decade
Read more
View of earth from SpaceX's Starlink
BiotechnologyJun 25
The fight over who owns CRISPR is back, and it’s a rematch
USPTO signage
The dispute over valuable patents to the gene-editing tool CRISPR is back on, and the belligerents are once again the Broad Institute of Cambridge, Massachusetts, and the University of California,...
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BlockchainJun 25
The radical idea hiding inside Facebook’s digital currency proposal
The Libra cryptocurrency was unveiled on a wave of hype and speculation. But what its white paper suggested about Facebook’s vision for how we manage our identifying credentials may be just as important.
Read more
An image of a pixelated ID card
SpaceJun 25
NASA’s Mars rover has spotted a huge methane spike—could it be life?
Is there life on Mars? NASA’s Curiosity rover has detected the highest level of methane gas ever found on the planet, offering the tantalizing possibility that there might be some form of life beneath...
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SpaceJun 25
SpaceX’s latest Falcon launch has put a solar sail into orbit
LightSail-2’s large reflective sails will unfurl in about a week, capturing light from the sun and using that to propel the spacecraft
The Spacex Falcon launch watched by photographers
Smart CitiesJun 24
Alphabet’s smart city will track its citizens, but promises to protect their data
Toronto's waterfront.
Sidewalk Labs, a subsidiary of Alphabet, has released its first blueprints for redeveloping Toronto’s waterfront. The plan highlights the privacy challenges that come with building smart cities...
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Making gig work fairJun 24
Gig workers often get an unfair deal. This firm says it’s different.
A gridded image showing hands typing on keyboards
Artificial IntelligenceJun 21
A new set of images that fool AI could help make it more hacker-proof
Squirrels mislabeled as sea lions and dragonflies confused with manhole covers are challenging algorithms to be more resilient to attacks.
ComputingJun 21
Supercomputing has just become the latest front in the US-China trade war
R&D at Sugon, China
America is limiting big Chinese computing firms’ access to US tech for the super-powerful machines....
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Climate ChangeJun 21
Carbon farming is the hot (and overhyped) tool to fight climate change
Using farms to capture and store more carbon in soil is becoming trendy, but the science is still not settled on how much it can help to address climate change.
Read more
An image of a farm field
How much of the solar system should be designated wilderness?
Bitcoin mining may be pumping out as much CO2 per year as Kansas City
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Artificial IntelligenceJun 21
A new deepfake detection tool should keep world leaders safe—for now
Read more
SpaceJun 21
The Crab Nebula just blasted Earth with the highest-energy photons ever recorded
One measured photon has roughly the energy of a falling ping-pong ball.
Read more
Brain-Machine InterfacesJuly 19
Man with brain implant on Musk’s Neuralink: “I would play video games”
Nathan Copeland, a pioneering research subject, talks about his brain-computer interface and why he’s excited for Elon Musk’s.
Image of Nathan Copeland
01.
What’s new and what isn’t about Elon Musk’s brain-computer interface
July 2019
02.
Elon Musk’s brain-interface company is promising big news. Here’s what it could be.
July 2019
03.
Scientists have found a way to decode brain signals into speech
April 2019
04.
With Neuralink, Elon Musk promises human-to-human telepathy. Don't believe it.
April 2017
05.
The surgeon who wants to connect you to the internet with a brain implant
November 2017
06.
The thought experiment
June 2014
07.
For brain-computer interfaces to be useful, they'll need to be wireless
November 2017
Tech PolicyJun 21
The online advertising industry breaks the law, says the UK’s data watchdog
An inquiry found that the global $200 billion ad tech sector is rife with illegal practices....
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ComputingJun 21
Five reasons “hacking back” is a recipe for cybersecurity chaos
Read more
A conceptual illustration showing hacking back
Climate ChangeJun 20
The planet has a fever, and the cure is more capitalism, a prominent researcher argues
In a provocative new book, MIT’s Andrew McAfee asserts that rich countries have figured out how to grow with lighter environmental impacts—and developing nations can follow suit.
Read more
An edited photo of smokestacks
SpaceJun 20
Life could exist in a 2D universe (according to physics, anyway)
Physicists and philosophers have long claimed that life can form only in a universe like ours, with three dimensions of space and one of time. That thinking may need to be revised.
Colorful View of Universe Captured by Space Telescope
SpaceJun 20
A European mission will intercept an unknown comet for the first time
solar system
The “Comet Interceptor” will launch in 2028 and loiter a million miles away until an interesting and accessible comet is found....
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SpaceJun 20
Two Earth-size planets have been discovered in a neighboring solar system
Teegarden's Star and surrounding planets
They’re located in the “habitable zone,” where liquid water could exist on a planet’s surface....
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ComputingJun 20
Machine learning is about to revolutionize the study of ancient games
An image from Libro de los Juegos
Climate ChangeJun 19
Melting in the Himalayas is accelerating—and yes, it’s climate change
A new study relying on declassified spy satellite images finds that the “Third Pole” is shrinking twice as fast as it did toward the end of the last century—an ominous sign for the more than 1 billion...
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SpaceJun 19
Rocket Lab: The small firm that launched the 3D-printed space revolution
Peter Beck founded Rocket Lab, which 3D-prints rocket engines for NASA. We talked to him about the technology’s benefits—and the future of the fledgling small launch industry.
BiotechnologyJun 19
Alexa could spot your cardiac arrest—by listening to your breathing
A new system that listens for a telltale gasping sound could get you vital help in time.
An illustration of an Amazon smart speaker and ECG waves.
A CRISPR startup is testing pig organs in monkeys to see if they’re safe for us
China’s CRISPR babies could face earlier death
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Artificial IntelligenceJun 19
The first robot for scrubbing dishes will check each plate for dirt
It won’t be coming to your kitchen any time soon, though (sorry)....
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SPONSORED
Smaller, smarter, healthier
Read more
Medtronic
Produced in association with Medtronic
ComputingJun 18
The world’s best supercomputers are being updated to run AI software faster
Summit supercomputer
The upgrades include changes to make AI programming simpler—and to speed up powerful machines for specific AI tasks....
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SPONSORED
A platform economy is key when building your modern enterprise technology architecture
In order to meet customer demands for real-time insights and personalized experiences, organizations today must adopt a “platform mentality”—embracing technology that leverages data aimed at building brand loyalty.
Read more
Adobe
Produced in association with Adobe
Silicon ValleyJun 18
Facebook has finally unveiled Libra, its digital currency
The social network has published a white paper explaining how Libra will work, although it won't actually launch until the first half of 2020....
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The space issueJuly/August 2018
Inside the world’s smallest big rocket company
Dave Masten builds rockets on a shoestring in the desert—can he help NASA reinvent itself as a lean, agile enterprise?
Masten's Xodiac Rocket
Climate ChangeJun 17
How much of the solar system should be designated wilderness?
Read more
An illustration showing the planets in the solar system
Artificial IntelligenceJun 17
Adobe’s new AI tool can spot when a face has been Photoshopped
Altered images of the same face
It was nearly twice as good at identifying manipulated images as humans....
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ComputingJun 17
The US says it has inserted offensive malware into Russia’s power grid
A Russian power plant, behind a gas station
It’s a step up from previous efforts that focused more on reconnaissance than attack....
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Artificial IntelligenceJun 14
Deepfakes may be a useful tool for spies
A spy may have used an AI-generated face to deceive and connect with targets on social media....
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ComputingJun 14
Hackers behind the world’s deadliest code are probing US power firms
Power lines
A group called Xenotime, which began by targeting oil and gas facilities in the Middle East, now has electrical utilities in the US and Asia in its sights....
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Artificial IntelligenceJun 14
Facebook has built stunning virtual spaces for its AI programs to explore
Researchers at Facebook have created a number of extremely realistic virtual homes and offices so that their AI algorithms can learn how the real world works....
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Artificial IntelligenceJun 14
AI can tell when actors are kissing—and maybe when you are, too
An image of people stealing a kiss in a crowd.
While object recognition in video has rapidly advanced, scene detection, or knowing what’s actually happening on screen, has lagged behind. But being able to analyze and recognize actions in footage...
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You get what you pay for: Intelligence matters with enterprise-grade analytics
Training a single AI model can emit as much carbon as five cars in their lifetimes
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Artificial IntelligenceJun 14
Artificial intelligence sees construction site accidents before they happen
Construction companies are developing an AI system that predicts worksite injuries—an example of the growing use of workplace surveillance.
Read more
An image of construction workers
Humans and TechnologyJun 14
Brain signals can reveal how “awake” a fly’s brain is
A new test for measuring awareness in fruit flies could change the way neuroscientists think about and measure consciousness.
A photo of a person playing tennis
BlockchainJun 14
Facebook is expected to unveil its secretive cryptocurrency next week
Big payment firms and other digital companies are all backing the social-media giant’s first foray into crypto....
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BiotechnologyJun 13
CRISPR scientists are teaming up with a pharma giant to look for new drug clues
UCBerkeley
GlaxoSmithKline will pour $67 million into a new laboratory at the University of California to industrialize the search for drug clues using the gene-editing tool CRISPR....
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EmTech NextJun 13
How a century-old tech giant is making a comeback with AI
Sophie Vandebroek
SPONSORED
Blockchain’s real promise: Automating trust
Combining the distributed ledger with other technologies such as artificial intelligence cuts costs and makes supply chains traceable.
PwC
Produced in association with PwC
ComputingJun 13
Telegram’s boss hints that China was behind a cyberattack during Hong Kong protests
Protesters in Hong Kong on their smartphones
Activists have been using encrypted messaging apps like Telegram to organize demonstrations....
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Smart CitiesJun 13
Uber says it will start delivering McDonald’s by drone this summer
It has a few hurdles to overcome before the service launches, though....
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