What the true impact of artificial intelligence (AI) is and soon will be remains a point of contention. Even among scientifically literate skeptics people tend to fall into decidedly different narratives. Also, when being interviewed I can almost guarantee now that I will be asked what I think about the impact of AI – will it help, will it hurt, is it real, is it a sham? The reason I think there is so much disagreement is because all of these things are true at the same time. Different attitudes toward AI are partly due to confirmation bias. Once you have an AI narrative, you can easily find support for that narrative. But also I think part of the reason is that what you see depends on where you look.
The “AI is mostly hype” narrative derives partly from the fact that the current AI applications are not necessarily fundamentally different than AI applications in the last few decades. The big difference, of course, is the large language models, which are built on a transformer technology. This allows for training on massive sets of unstructured data (like the internet), and to simulate human speech is a very realistic manner. But they are still narrow AI, without any true understanding of concepts. This is why they “hallucinate” and lie – they are generating probable patterns, not actually thinking about the world.
So you can make the argument that recent AI is nothing fundamentally new, the output is highly flawed, still brittle in many ways, and mostly just flashy toys and ways to steal the creative output of people (who are generating the actual content). Or, you can look at the same data and conclude that AI has made incredible strides and we are just seeing its true potential. Applications like this one, that transforms old stills into brief movies, give us a glimpse of a “black mirror” near future where amazing digital creations will become our everyday experience.
But also, I think the “AI is hype” narrative is looking at only part of the elephant. Forget the fancy videos and pictures, AI is transforming scientific research in many areas. I read dozens of science news press releases every week, and there is now a steady stream of news items about how using AI allowed researchers to perform months of research in hours, or accomplish tasks previously unattainable. The ability to find patterns in vast amounts of data is a perfect fit for genetics research, proteinomics, material science, neuroscience, astronomy, and other areas. AI is also poised to transform medical research and practice. The biggest problem for a modern clinician is the vast amount of data they need to deal with. It’s literally impossible to keep up in anything but a very narrow area, which is while so many clinicians specialize. But this causes a lack of generalists who play a critical role in patient care.
AI has already proven to be equal to or superior to human clinicians in reading medical scans, making diagnoses, and finding potential interactions, for example. This is mostly just using generic Chat-GPT type programs, but there are medical specific ones coming out. AI also is a perfect match for certain types of technology, such as robotics and brain-machine interface. For example, allowing users to control a robotic prosthetic limb is greatly improved, with training accelerated, using AI. AI apps can predict what the user wants to do, and can find patterns in nerve or muscle activity to correspond to the desired movement.
These are concrete and undeniable applications that pretty much destroy the “AI is all hype” narrative. But – that does not mean that other proposed AI applications are not mostly hype. Most new technologies are accompanied by the snake oil peddlers hoping to cash in on the resulting hype and the general unfamiliarity of the public with the new technology. AI is also very much a tool looking for an application, and that will take time, to sort out what it does best, where it works and where it doesn’t. We have to keep in mind how fast this is all moving.
I am reminded of the early days of the web. One of my colleagues observed that the internet was going to go the way of CB radio – it was a fad without any real application that would soon fade. Many people shared a similar opinion – what was this all for, anyway? Meanwhile there was an internet-driven tech bubble that was literally mostly hype, and that soon burst. At the same time there were those who saw the potential of the internet and the web and landed on those applications for which it was best suited (and became billionaires). We cannot deny now that the web has transformed our society, the way we shop, the way we consume news and communicate, and the way we consume media, and spend a lot of our time (what are you doing right now?). The web was hype, and real, and caused harm, and is a great tool.
AI is the same, just at an earlier part of the curve. It is hype, but also a powerful tool. We are still sorting out what it works best for and where its true potential lies. It is and will transform our world, and it will be for both good and for ill. So don’t believe all the hype, but ignore it at your peril. If it will be a net positive or negative for society depends on us – how we use it, how we support it, and how we regulate it. We basically failed to regulate social media and are now paying the price while scrambling to correct our mistakes. Probably the same thing will happen with AI, but there is an outside chance we may learn from our recent and very similar mistakes and get ahead of the curve. I wouldn’t hold my breath (certainly not in the current political environment), but crazier things have happened.
Like with any technology – it can be used for good or bad, and the more powerful it is the greater the potential benefit or harm. AI is the nuclear weapon of the digital world. I think the biggest legitimate concern is that it will become a powerful tool in the hands of authoritarian governments. AI could become an overwhelming tool of surveillance and oppression. Not thinking about this early in the game may be a mistake from which there is no recovery.
The post The AI Conundrum first appeared on NeuroLogica Blog.
Here are many popular myths about chocolate. How many can you tell are true or not?
Learn about your ad choices: dovetail.prx.org/ad-choicesJames Webb Space Telescope zoomed in on Jupiter's turbulent north pole in 2023 on the lookout for aurora. The results were amazing. Scientists have finally crunched through the data, revealing how the aurora rapidly change, fizzing and popping with light over the course of a few minutes. The team didn't stop there, training Hubble's ultraviolet eye on the same light show, they've created the most comprehensive view of Jupiter's auroral displays ever captured.
How can artificial intelligence (AI) be used to advance mapping and imaging methods on other planets? This is what a recent study presented at the 56th Lunar and Planetary Science Conference hopes to address as a lone researcher investigated using machine learning models to enhance mapping and imaging capabilities from orbital images obtained from the Mars Reconnaissance Orbiter (MRO) Context Camera (CTX), which is currently orbiting Mars. This study has the potential to help scientists, engineers, and the public better understand the benefits of AI in conducting more advanced science, specifically regarding global images around Earth and other worlds.
When NASA's Galileo spacecraft flew past asteroid Ida, it discovered a second, smaller asteroid in orbit: Dactyl. This was the first confirmed discovery of an asteroid with a moon, but now we know of many, including 13 asteroids larger than 100 km with satellites. Researchers have found that the mostly rapidly spinning asteroids are more likely to have moons; a large impact both spins up the asteroid and creates the debris that remains in orbit.
Veteran NASA scientist Richard H. Stanton describes the results of a multi-year survey of more than 1300 Sun-like stars for optical SETI signals. This survey revealed two fast identical pulses from a Sun-like star about 100 light-years from Earth, that match similar pulses from a different star observed four years ago.
The Cosmic Microwave Background is one of the bedrock pieces of evidence for the Big Bang. It's described as the cosmic afterglow from the Universe's birth. However, new research calls into question our understanding of the CMB and what it tells us about the evolution of the Universe.
Here’s the comedy bit from a recent edition of Bill Maher’s “Real Time” (there are two; I’ll put up the other one tomorrow). The title is “New Rule: Retake the Flag!
He first gives examples of politicians using profanity, something they never did in previous decades. That bit is pretty funny.
Maher’s guests are Democrat Donna Brazile and Republican Mike Lawler, and after his bit on profanity, Maher, citing statistics on how few Democrats say they’re proud to be American, goes on to extol the USA in an unusual burst of patriotic fervor. He says, for example, “The U.S is leagues ahead of the rest of the world on most of the progressive issues that are important to young people,” citing statistics about gay freedom, a rise in diversity, women and black people increasingly owning businesses, and contrasting the U.S. with third-world countries (and the Middle East). He goes on to deplore what is especially odious: the fact that young people often appear to regard Hamas as a role model (here I agree with him 100%). He adds, “If the thought leaders in the Democratic Party keep encouraging and not rebuking the idea that America is cringe and the people who run Gaza are great, the Democrats are doomed. . . the Democrats’ problem is the energy of the party is with the young, and the young are with the terrorists. That’s not good!” His comment on the AOC/Bernie Sanders rally is quite apposite, but watch to see it.
He finishes by extolling all the technical advances that came from America, like smartphones and Grubhub, presumably to show the kids that they’re living an American-buttressed life.
This is a bit too jingoistic for me, though I agree with Maher’s view that young Democrats often wrongly admire terrorists, and I laughed at the profanity bit. But other countries are at least as progressive as America in some ways, and more progressive in others. Think of Canada or Europe, especially Scandinavia. In many of those countries the penal system is more rational and humane than America’s, and there is more paternity/maternity leave, help for old people, and free medical care for all.
I will not attribute this to Maher’s demonized Dinner with Trump, but he does have a point that America is a good country to live in (or was until January), and countries ruled by terrorists are not ones we should admire. I think he just decided to extol what is good about America. Unfortunately, we’re not unique in many of the ways he extols.
Could some type of life find refuge in Venus' clouds? The detection of phosphine and potentially ammonia in the planet's atmosphere is posing that question. If life could survive there, would it be like Earth life? Or would it have a different molecular basis?