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Artificial Intelligence


Analysis and insight on the ever-evolving advancements in artificial intelligence. Stay updated as Singularity Hub discusses the most important AI research.

Is the Rise of AI on Wall Street for Better or Worse?

May 6, 2010, is a date that should live in infamy. On that day, the US stock market suffered a trillion-dollar collapse. Do you remember it? In just 15 minutes from 2:45 pm, the Dow...

Why Most of Us Fail to Grasp Coming Exponential Gains in AI

By now, most of us are familiar with Moore’s Law, the famous maxim that the development of computing power follows an exponential curve, doubling in price-performance (that is, speed per unit cost) every 18...

Big Tech Should Take the Lead on Climate Change—Here’s Why

At Collision, which calls itself “North America’s fastest-growing tech conference,” former United Nations climate chief Christiana Figueres threw down a challenge to tech titans: move the world from incremental to exponential action on climate...

Bot vs. Bot: Will the Internet Soon Be a Place Without Humans?

The internet, as it stands, is a global system of interconnected computer networks that allows humans to interact with each other, do business, gain knowledge, and be entertained. Google allowed us to find everything...

How Do You Win An Argument? IBM’s New AI Has a Formula

Anyone who’s spent even a little time on the internet lately may feel like there’s a little too much “debate”—much of which descends into ad hominem insults. At the same time, there’s increasing concern around...

How Artificial Intelligence Could Help Us Live Longer

What if we could generate novel molecules to target any disease, overnight, ready for clinical trials? Imagine leveraging machine learning to accomplish with 50 people what the pharmaceutical industry can barely do with an army...

Why We Need to Fine-Tune Our Definition of Artificial Intelligence

Sophia's uncanny-valley face, made of Hanson Robotics’ patented Frubber, is rapidly becoming an iconic image in the field of artificial intelligence. She has been interviewed on shows like 60 Minutes, made a Saudi citizen,...

How DeepMind’s Latest AI Hints at Machines That Think More Like Us

I once asked a deep learning researcher what he’d like for Christmas. His answer? “More labeled datasets.” Nerd jokes aside, the lack of so-called “labeled” training data in deep learning is a real problem. Deep learning...

The Biggest New Laws to Regulate Tech Giants—and Why They Matter

The world’s first stop sign appeared in Michigan around 1915, decades after the first privately owned passenger car came into being. Ever since, laws and regulations have piled up concerning everything from insurance requirements...

How Will Artificial Intelligence Affect the Risk of Nuclear War?

As technology has progressed, humans have become ever more powerful. With this power comes great opportunity and great risk. Nowhere is this clearer than in the potential of artificial intelligence. But a new report...

Google’s Duplex Raises the Question: Should Robots Sound Robotic?

By now, you’ve probably seen Google’s new Duplex software, which promises to call people on your behalf to book appointments for haircuts and the like. As yet, it only exists in demo form, but...

This DeepMind AI Spontaneously Developed Digital Navigation ‘Neurons’ Like Ours

When Google DeepMind researchers trained a neural network to tackle a virtual maze, it spontaneously developed digital equivalents to the specialized neurons called grid cells that mammals use to navigate. Not only did the...

3 Major Shifts Are About to Transform Manufacturing as We Know It

We are on the verge of transforming one of society’s most fundamental building blocks: manufacturing. As new technologies enable manufacturers to customize everything, these same agents are quickly turning consumers into inventors. Following the agricultural revolution some 5,000 years ago,...

This Startup Is Training AI to Gobble Up the News and Rewrite It Free of Bias

Bias in journalism is nothing new, but there are growing concerns technology is pushing us into echo chambers where we only hear one side of the story. Now a startup says it’s using AI...

Can We Make a Musical Turing Test?

As artificial intelligence advances, we’re encountering the same old questions. How much of what we consider to be fundamentally human can be reduced to an algorithm? Can we create something sufficiently advanced that people...

Dungeons and Dragons, Not Chess and Go: Why AI Needs Roleplay

Everyone had died—not that you’d know it, from how they were laughing about their poor choices and bad rolls of the dice. As a social anthropologist, I study how people understand artificial intelligence (AI)...

Just a Few of the Amazing Things AI Is Doing in Healthcare

In an interview at Singularity University’s Exponential Medicine in San Diego, Neil Jacobstein shared some groundbreaking developments in artificial intelligence for healthcare. Jacobstein is Singularity University’s faculty chair in AI and robotics, a distinguished visiting scholar at...

Everyone Is Talking About AI—But Do They Mean the Same Thing?

In 2017, artificial intelligence attracted $12 billion of VC investment. We are only beginning to discover the usefulness of AI applications. Amazon recently unveiled a brick-and-mortar grocery store that has successfully supplanted cashiers and...

Your Shopping Experience Is on the Verge of a Major Transformation. Here’s Why.

Exponential technologies (AI, VR, 3D printing, and networks) are radically reshaping traditional retail. E-commerce giants (Amazon, Walmart, Alibaba) are digitizing the retail industry, riding the exponential growth of computation. Many brick-and-mortar stores have already gone bankrupt,...

New Malicious AI Report Outlines Biggest Threats of the Next 5 Years

Everyone’s talking about deep fakes: audio-visual imitations of people, generated by increasingly powerful neural networks, that will soon be indistinguishable from the real thing. Politicians are regularly laid low by scandals that arise from...

Why Hasn’t AI Mastered Language Translation?

In the myth about the Tower of Babel, people conspired to build a city and tower that would reach heaven. Their creator observed, “And now nothing will be restrained from them, which they have...

In the Future, There Will Be No Limit to What AI Can Accomplish in Science

New planets found in distant corners of the galaxy. Climate models that may improve our understanding of sea level rise. The emergence of new antimalarial drugs. These scientific advances and discoveries have been in...

Putting AI in Your Pocket: MIT Chip Cuts Neural Network Power Consumption by 95%

Neural networks are powerful things, but they need a lot of juice. Engineers at MIT have now developed a new chip that cuts neural nets’ power consumption by up to 95 percent, potentially allowing...

The Democratization of AI Is Putting Powerful Tools in the Hands of Non-Experts

The shortage of qualified data scientists is often highlighted as one of the major handbrakes on the adoption of big data and AI. But a growing number of tools are putting these capabilities in...

Why Google DeepMind Is Putting AI on the Psychologist’s Couch

Artificial intelligence can now carry out many of the same cognitive tasks humans can, but we still don’t really understand how AIs think. Google DeepMind plans to train long-standing tests of human cognitive skills...

This Startup Is Dreaming of a Global Brain on Blockchain

Artificial intelligence is one of the most celebrated and hyped concepts today. From science fiction to the nightly news, AI has been making record headlines, whether it will become the most dangerous technology around...

The 10 Grand Challenges Facing Robotics in the Next Decade

Robotics research has been making great strides in recent years, but there are still many hurdles to the machines becoming a ubiquitous presence in our lives. The journal Science Robotics has now identified 10...

The Biggest Tech Takeaways From the 2018 World Economic Forum

The World Economic Forum’s annual meeting in Davos, Switzerland wrapped up last week. The WEF exists to improve the state of the world by fostering cooperation between governments, NGOs, and the private sector. In...

The Love Oracle: Can AI Help You Succeed at Dating?

Interacting with modern-day Alexa, Siri, and other chatterbots can be fun, but as personal assistants, these chatterbots can seem a little impersonal. What if, instead of asking them to turn the lights off, you...

Machines Teaching Each Other Could Be the Biggest Exponential Trend in AI

“The easier it is to communicate, the faster change happens.” – James Burke, Science Historian During an October 2015 press conference announcing the autopilot feature of the Tesla Model S, which allowed the car to...

How Fast Is AI Progressing? Stanford’s New Report Card for Artificial Intelligence

When? This is probably the question that futurists, AI experts, and even people with a keen interest in technology dread the most. It has proved famously difficult to predict when new developments in AI...

This Neural Network Built by Japanese Researchers Can ‘Read Minds’

It already seems a little like computers can read our minds; features like Google’s auto-complete, Facebook’s friend suggestions, and the targeted ads that appear while you’re browsing the web sometimes make you wonder, “How...

Why the World Is Still Getting Better—and That’s Likely to Continue

If you read or watch the news, you’ll likely think the world is falling to pieces. Trends like terrorism, climate change, and a growing population straining the planet’s finite resources can easily lead you...

AI Uses Titan Supercomputer to Create Deep Neural Nets in Less Than a Day

You don’t have to dig too deeply into the archive of dystopian science fiction to uncover the horror that intelligent machines might unleash. The Matrix and The Terminator are probably the most well-known examples of self-replicating,...

When Will We Finally Achieve True Artificial Intelligence?

The field of artificial intelligence goes back a long way, but many consider it was officially born when a group of scientists at Dartmouth College got together for a summer, back in 1956. Computers...

The Technologies We’ll Have Our Eyes on in 2018

It’s that time of year again when our team has a little fun and throws on our futurist glasses to look ahead at some of the technologies and trends we’re most anticipating next year. Whether...

Do Our Brains Use Deep Learning to Make Sense of the World?

The first time Dr. Blake Richards heard about deep learning, he was convinced that he wasn’t just looking at a technique that would revolutionize artificial intelligence. He also knew he was looking at something...

The Hidden Human Workforce Powering Machine Intelligence

The tech industry touts its ability to automate tasks and remove slow and expensive humans from the equation. But in the background, a lot of the legwork training machine learning systems, solving problems software...

Will Artificial Intelligence Become Conscious?

Forget about today’s modest incremental advances in artificial intelligence, such as the increasing abilities of cars to drive themselves. Waiting in the wings might be a groundbreaking development: a machine that is aware of...

The Doctor in the Machine: How AI Is Saving Lives in Healthcare

Artificial intelligence has received its fair share of hype recently. However, it’s hype that’s well-founded: IDC predicts worldwide spend on AI and cognitive computing will culminate to a whopping $46 billion (with a “b”)...

8 Ways AI Will Transform Our Cities by 2030

How will AI shape the average North American city by 2030? A panel of experts assembled as part of a century-long study into the impact of AI thinks its effects will be profound. The One...

Drug Discovery AI to Scour a Universe of Molecules for Wonder Drugs

On a dark night, away from city lights, the stars of the Milky Way can seem uncountable. Yet from any given location no more than 4,500 are visible to the naked eye. Meanwhile, our...

China Is an Entrepreneurial Hotbed That Cannot Be Ignored

Last week, Eric Schmidt, chairman of Alphabet, predicted that China will rapidly overtake the US in artificial intelligence…in as little as five years. Last month, China announced plans to open a $10 billion quantum computing...

What AI Can Now Do Is Remarkable—But How It’s Learning Is More Significant

Major websites all over the world use a system called CAPTCHA to verify that someone is indeed a human and not a bot when entering data or signing into an account. CAPTCHA stands for...

Here’s How to Get to Conscious Machines, Neuroscientists Say

“We cannot be conscious of what we are not conscious of.” – Julian Jaynes, The Origin of Consciousness in the Breakdown of the Bicameral Mind Unlike the director leads you to believe, the protagonist of...

The Farms of the Future Will Be Automated From Seed to Harvest

Swarms of drones buzz overhead, while robotic vehicles crawl across the landscape. Orbiting satellites snap high-resolution images of the scene far below. Not one human being can be seen in the pre-dawn glow spreading...

Does Regulating Artificial Intelligence Save Humanity or Just Stifle Innovation?

Some people are afraid that heavily armed artificially intelligent robots might take over the world, enslaving humanity—or perhaps exterminating us. These people, including tech-industry billionaire Elon Musk and eminent physicist Stephen Hawking, say artificial...
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The Internet of Things Needs to Be Intelligent, Not Just Connected

In an interview at Singularity University’s Global Summit in San Francisco, Andreas Gal explained how his company is applying artificial intelligence to the Internet of Things (IoT). Gal is the former CTO of Mozilla and is...

DeepMind’s New AI Taught Itself to Be the World’s Greatest Go Player

The AlphaGo AI that grabbed headlines last year after beating a master of the board game Go has just been trounced 100-0 by an updated version. And unlike its predecessor, the new system taught...

How Technology Is Driving Us Toward Peak Globalization

At some point in the future—and in some ways we are already seeing this—the amount of physical stuff moving around the world will peak and begin to decline. By “stuff,” I am referring to...

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