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Illustration: Caresse Haaser, Rebecca Zisser / Axios

Some researchers and business leaders are putting artificial intelligence — in its current and aspirational forms — on the same pedestal of human invention and innovation as fire, electricity and the light bulb. But other experts say we will not know for a long time whether AI will ever merit such lofty imagery.

"It could be. If AI really leads to the birth of intelligences greater than humans', it will arguably be the most important event in the history of life on Earth since, well, humans. But that's a very big if, of course. In the meantime, AI's impact is far smaller than electricity or fire's (and in fact, you could say that AI is part of electricity's impact, since it wouldn't exist without it)."
— Pedro Domingos, professor of computer science, University of Washington

If this were the Stone Age, where we’re at with AI is “we know what wheels are but not how to build them,” Gary Marcus, a psychology professor at New York University and founder of Geometric Intelligence, an AI company acquired by Uber in 2016, told Axios. "But wheels are a whole lot easier to build than AI."

Consider this: Fire arguably made humanity. Taming it more than a million years ago brought our ancestors safety from predators and allowed us to leave the trees. When early humans learned to use it to cook food, it provided more calories that “jump started a brain that was getting larger already,” says Jeremy DeSilva, an associate professor of anthropology at Dartmouth College. (And making fire when it doesn't happen incidentally is a completely different animal altogether, he says. That probably didn't happen until 30,000 years ago.) Like toolmaking before it and farming after, reining in fire was a cultural innovation that spawned a biological change to our species.

“Without the control of fire, I don’t think there is a Homo sapiens,” says DeSilva.

Where it's at: Machines employing neural networks — one AI method — have advanced at recognizing images and translating language. They classify data fed into the system and learn to recognize patterns from which they can predict what is coming next in sequence or sentence. Twenty years ago, language processors got one out of 3 words wrong and weren't usable, says Thomas Dietterich, an emeritus professor of computer science at Oregon State University. "It is astonishing that we now have Skype translator."

These advances have led Elon Musk and others to worry about superintelligent machines.

But these AIs do not make inferences from limited information (i.e. when you put something in a box, the AI doesn't understand that it will stay there until it is removed) and they lack the ability to have a conversation.

“I don’t think we’ve come close to fulfilling that promise yet,” says Marcus, who recently published a much-discussed paper about the limits of the AI technique deep learning. Speaking this week to the Financial Times, Marcus said hyping of AI could lead to a third "AI winter," a new period of arrested development in the field.

Profound possibilities

As AI is developed and deployed in various industries and disciplines, it's realistic to expect it will succeed in helping in some ways and be frustrating in others. “I think [AI] has potential in the long term to be really profound in the same way something like genome editing has potential to be profound,” says Marcus. "It is certainly the case that it could be but the jury is still out."

Biological: Whether and how AI and technology more broadly will have a biological impact on our species — like fire or farming — is unknown. "For all the other events, there is a feedback loop. We can see the biological impact with the other transitions but with the technological transition we don’t know," says DeSilva. We aren't at the point of determining whether screen time, for example, will change our species' vision or how high-functioning neural prosthetic devices might affect us.

Philosophical: "Are there things that can be known by a computer that we cannot ever understand? I don't know," says Dietterich. Pointing to top Go players who are studying DeepMind's AlphaZero — which learns to play chess and Go without a training set — to improve their own games, he says, "Now we can use computers to understand things that we don’t know and then try to understand them. And that makes us better."

Go deeper

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WHO: Delta health measures help fight Omicron

Photo: Mario Tama/Getty Images

Health measures taken to combat COVID-19 before the emergence of Omicron would also help against the new variant of concern, World Health Organization officials said Friday.

What they're saying: Takeshi Kasai, WHO regional director for the Western Pacific, said during a virtual briefing broadcast from Manila, Philippines, that border controls imposed by the U.S. and other nations can "buy time" to deal with the variant, but warned "every country and every community must prepare for new surges in cases."

4 hours ago - Health

Nevada to impose insurance surcharge on unvaccinated state workers

Nevada Gov. Steve Sisolak. Photo: Ethan Miller/Getty Images

Nevada's Public Employees' Benefit Program Board voted Thursday to charge workers enrolled in public employee health insurance plans a surcharge of up to $55 a month if they're not vaccinated against COVID-19, the Las Vegas Review-Journal reports.

Why it matters: Nevada is the first state to announce such a move, per AP.

Oklahoma sues Biden administration over Pentagon vaccine mandate

Secretary of Defense Lloyd J. Austin testifies before a House Armed Services Committee hearing on Sept. 29 in Washington, D.C. Photo: Olivier Douliery/Pool via Getty Images

The state of Oklahoma filed a lawsuit against the Biden administration on Thursday in an attempt to block the enforcement of its vaccine mandate for federal employees.

Why it matters: The move comes one day after Defense Secretary Lloyd Austin denied Oklahoma Gov. Kevin Stitt's (R) request to exempt the state's National Guard from the mandate.