from the world's big
Superintelligence: How A.I. will overcome humans
A sobering thought to anyone laughing off the thought of robot overlords.
Max Tegmark left his native Sweden in 1990 after receiving his B.Sc. in Physics from the Royal Institute of Technology (he’d earned a B.A. in Economics the previous year at the Stockholm School of Economics). His first academic venture beyond Scandinavia brought him to California, where he studied physics at the University of California, Berkeley, earning his M.A. in 1992, and Ph.D. in 1994.
After four years of west coast living, Tegmark returned to Europe and accepted an appointment as a research associate with the Max-Planck-Institut für Physik in Munich. In 1996 he headed back to the U.S. as a Hubble Fellow and member of the Institute for Advanced Study, Princeton. Tegmark remained in New Jersey for a few years until an opportunity arrived to experience the urban northeast with an Assistant Professorship at the University of Pennsylvania, where he received tenure in 2003.
He extended the east coast experiment and moved north of Philly to the shores of the Charles River (Cambridge-side), arriving at MIT in September 2004. He is married to Meia-Chita Tegmark and has two sons, Philip and Alexander.
Tegmark is an author on more than two hundred technical papers, and has featured in dozens of science documentaries. He has received numerous awards for his research, including a Packard Fellowship (2001-06), Cottrell Scholar Award (2002-07), and an NSF Career grant (2002-07), and is a Fellow of the American Physical Society. His work with the SDSS collaboration on galaxy clustering shared the first prize in Science magazine’s "Breakthrough of the Year: 2003."
Max Tegmark: I define intelligence as how good something is at accomplishing complex goals. So let’s unpack that a little bit. First of all, it’s a spectrum of abilities since there are many different goals you can have, so it makes no sense to quantify something’s intelligence by just one number like an IQ.
To see how ridiculous that would be, just imagine if I told you that athletic ability could be quantified by a single number, the “Athletic Quotient,” and whatever athlete had the highest AQ would win all the gold medals in the Olympics. It’s the same with intelligence.
So if you have a machine that’s pretty good at some tasks, these days it’s usually pretty narrow intelligence, maybe the machine is very good at multiplying numbers fast because it’s your pocket calculator, maybe it’s good at driving cars or playing Go.
Humans, on the other hand, have a remarkably broad intelligence. A human child can learn almost anything given enough time. Even though we now have machines that can learn, sometimes learn to do certain narrow tasks better than humans, machine learning is still very unimpressive compared to human learning. For example, it might take a machine tens of thousands of pictures of cats and dogs until it becomes able to tell a cat from a dog, whereas human children can sometimes learn what a cat is from seeing it once. Another area where we have a long way to go in AI is generalizing.
If a human learns to play one particular kind of game they can very quickly take that knowledge and apply it to some other kind of game or some other life situation altogether.
And this is a fascinating frontier of AI research now: How can we have machines—how can we can make them as good at learning from very limited data as people are?
And I think part of the challenge is that we humans aren’t just learning to recognize some patterns, we also gradually learn to develop a whole model of the world.
So if you ask “Are there machines that are more intelligent than people today,” there are machines that are better than us at accomplishing some goals, but absolutely not all goals.
AGI, artificial general intelligence, that’s the dream of the field of AI: to build a machine that’s better than us at all goals. We’re not there yet, but a good fraction of leading AI researchers think we are going to get there maybe in a few decades. And if that happens you have to ask yourself if that might lead to machines getting not just a little better than us, but way better at all goals, having super intelligence.
The argument for that is actually really interesting and goes back to the ‘60s, to the mathematician I. J. Goode, who pointed out that the goal of building an intelligent machine is in and of itself something that you can do with intelligence.
So once you get machines that are better than us at that narrow task of building AI, then future AIs can be built by not human engineers but by machines, except they might do it thousands or a million times faster. So in my book, I explore the scenario where you have this computer called Prometheus, which has vastly more hardware than a human brain does, and it’s still very limited by its software being kind of dumb.
So at the point where it gets human-level general intelligence, the first thing it does is it uses this to realize, “Oh! I can reprogram my software to become much better,” and now it’s a lot smarter. And a few minutes later it does this again, and then it does it again and does it again, and in a matter of perhaps a few days or weeks, a machine like that might be able to become not just a little bit smarter than us but leave us far, far behind.
I think a lot of people dismiss this kind of talk of super intelligence as science fiction because we’re stuck in this sort of carbon chauvinism idea that intelligence can only exist in biological organisms made of cells and carbon atoms. As a physicist, from my perspective intelligence is just a kind of information processing preformed by elementary particles moving around according to the laws of physics. And there’s absolutely no law in physics that says you can’t do that in ways that are much more intelligent than humans.
We’re so limited by how much brain matter fits through our mommy’s birth canal and stuff like this, and machines are not, so I think it’s very likely that once machines reach human-level they’re not going to stop there; they’ll just blow right by, and that we might one day have machines that are as much smarter than us as we are smarter than snails.
Right now, AI can't tell the difference between a cat and a dog. AI needs thousands of pictures in order to correctly identify a dog from a cat, whereas human babies and toddlers only need to see each animal once to know the difference. But AI won't be that way forever, says AI expert and author Max Tegmark, because it hasn't learned how to self-replicate its own intelligence. However, once AI learns how to master AGI—or Artificial General Intelligence—it will be able to upgrade itself, thereby being able to blow right past us. A sobering thought. Max's book Life 3.0: Being Human in the Age of Artificial Intelligence is being heralded as one of the best books on AI, period, and is a must-read if you're interested in the subject.
Educators and administrators must build new supports for faculty and student success in a world where the classroom might become virtual in the blink of an eye.
- If you or someone you know is attending school remotely, you are more than likely learning through emergency remote instruction, which is not the same as online learning, write Rich DeMillo and Steve Harmon.
- Education institutions must properly define and understand the difference between a course that is designed from inception to be taught in an online format and a course that has been rapidly converted to be offered to remote students.
- In a future involving more online instruction than any of us ever imagined, it will be crucial to meticulously design factors like learner navigation, interactive recordings, feedback loops, exams and office hours in order to maximize learning potential within the virtual environment.
Can thinking about the past really help us create a better present and future?
- There are two types of counterfactual thinking: upward and downward.
- Both upward and downward counterfactual thinking can be positive impacts on your current outlook - however, upward counterfactual thinking has been linked with depression.
- While counterfactual thinking is a very normal and natural process, experts suggest the best course is to focus on the present and future and allow counterfactual thinking to act as a motivator when possible.
“Upward” versus “downward” counterfactual thinking<img type="lazy-image" data-runner-src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzQ1NDYxOS9vcmlnaW4uanBnIiwiZXhwaXJlc19hdCI6MTY0NDM2MDY2OX0.njWs1qrV1vDBxU1V75tUduUW4TjJvEHglDWsK8ZF2l4/img.jpg?width=1245&coordinates=0%2C556%2C0%2C209&height=700" id="a15fa" class="rm-shortcode" data-rm-shortcode-id="98314d4d2b256ed08f42d369fe4ae080" data-rm-shortcode-name="rebelmouse-image" alt="concept of man thinking about the past one line drawing counterfactual thinking" />
What are upward and downward counterfactual thinking?
Image by one line man on Shutterstock<p><strong>What is upward counterfactual thinking?</strong></p><p>Upward counterfactual thinking happens when we look at a scenario and ask ourselves "what if" in terms of how our life could have turned out better. </p><p>Examples of upward counterfactual thinking are: </p><ul><li><em>"I wish I had taken that other job instead of this one 10 years ago - my life would be so much better if I had." </em></li><li><em>"I wish I would have gotten the part in that high school play, maybe I could have gotten into a theatre school and became an actor…"</em> </li></ul><p>Both of these examples have the ideology that if you had made different choices, your life right now would be improved. </p><p><strong>What is downward counterfactual thinking?</strong></p><p>Downward counterfactual thinking is, naturally, the opposite of upward counterfactual thinking in that we think about how things could have been worse if other decisions had been made. </p><p>Examples of downward counterfactual thinking are: </p><ul><li><em>"I'm so thankful I studied secondary education in university instead of psychology like I had originally planned - I love teaching high school kids and I never would have gotten to do that…" </em></li><li><em>"I'm so happy I left David when I got the chance, I can't imagine still being in an unhappy marriage with someone who doesn't support me…"</em> </li></ul><p>In these examples, we see the idea that if you had made different choices your life would not be as good as it is right now. </p>
How counterfactual thinking can impact your life<img type="lazy-image" data-runner-src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzQ1NDYxNy9vcmlnaW4uanBnIiwiZXhwaXJlc19hdCI6MTYyNjI2MDQxOX0.DIVQ-Yk0d6yE3tc743MH1Fz2pOg1TGHLmhp8dPp9UdY/img.jpg?width=1245&coordinates=0%2C0%2C0%2C0&height=700" id="522d7" class="rm-shortcode" data-rm-shortcode-id="da7df6ad916b043e3610223900d0f8df" data-rm-shortcode-name="rebelmouse-image" alt="man thinking what if written on chalkboard" />
How do upward and downward counterfactual thinking impact your life?
Photo by Brasil Creativo on Shutterstock<p>While many people don't see the point in "what if" scenarios, various studies have found that downward counterfactual thinking can be more associated with psychological health compared with upward counterfactual thinking. Not only that, but research has also shown upward counterfactual thinking can be linked with current and future depression.</p> <p><strong>Downward counterfactual thinking tends to be more associated with psychological health </strong></p><p>According to a <a href="http://journal.sjdm.org/jdm06136.pdf" target="_blank">2000 study</a>, downward counterfactual thinking can be linked with better psychological health compared to upward counterfactual thinking. More importantly, in cases where downward counterfactual thinking did lead to negative feelings, those feelings acted as something of a motivator for people to take productive actions to better their current situation. </p> <p><strong>Upward counterfactual thinking tends to be more associated with depression </strong></p><p><a href="https://www.sciencedirect.com/science/article/abs/pii/S0272735816301714#:~:text=An%20upward%20counterfactual%20(as%20opposed,Markman%20and%20McMullen%2C%202003)." target="_blank">According to a 2017 study</a> that pooled a sample of over 13,000 respondents, thoughts about "better outcomes" and regret (upward counterfactual thinking) were associated with current and future depression. </p> <p><strong>Downward counterfactual thinking can actually improve your relationships and is more often engaged in by women than men.</strong></p><p>In a <a href="https://dspace.sunyconnect.suny.edu/bitstream/handle/1951/67589/Studer_Thesis.pdf?sequence=1&isAllowed=y" target="_blank">2016 research paper submitted</a> to the Department of Psychology at the State University of New York at New Paltz, downward counterfactual thinking in regards to romantic relationships was associated with relatively positive relationship outcomes. Interestingly, women were more likely than men to engage in downward counterfactual thinking about their romantic life. </p> <p><strong>Upward counterfactual thinking can have some benefits in certain scenarios. </strong></p><p>When we look back after a failed test and think "I wish I would have studied more" - this motivates us to study harder the next time a test comes up. In this way, upward counterfactual thinking (or the negative version of "what if") can actually benefit us. </p> <p><strong>This can be difficult, though, because much of the time upward counterfactual thinking is more associated with a pessimistic outlook that can be unmotivating. </strong></p> <p>Thinking in the past tense can be motivational (and even healthy) at times, but the best thing to do is look forward. </p><p>While counterfactual thinking as a whole can be used to motivate us to make better choices or appreciate where we are in life, <a href="https://www.psychologytoday.com/us/blog/darwins-subterranean-world/201809/the-psychology-what-if" target="_blank">this Psychology Today</a> article suggests that we should come up with ways to move on and focus on the present and the future instead of the past. Using counterfactual thinking as a motivational tool can be very helpful if we don't get stuck in the "what if" mindset that tends to pull us out of the present and back into the past, where things will always remain the same. </p>
Watch The Daily Show comedian Jordan Klepper and elite improviser Bob Kulhan live.
These days, if you don't laugh, you might just scream. Enter comedian and The Daily Show regular Jordan Klepper!
Despite fact check campaigns, anti-vaccination influence is growing.
- Despite announcing plans to combat disinformation, anti-vax groups continue to gain influence on Facebook.
- An analysis of over 1,300 Facebook pages with 100 million followers shows that anti-vaccination agendas are having a profound impact.
- Only 50 percent of Americans are certain they'll receive an approved COVID-19 vaccine.
Facebook announces plan to 'tackle vaccine misinformation'<span style="display:block;position:relative;padding-top:56.25%;" class="rm-shortcode" data-rm-shortcode-id="997c512b8b8afcd4db98fdb7ece75680"><iframe type="lazy-iframe" data-runner-src="https://www.youtube.com/embed/ZTZ3Lq67yiY?rel=0" width="100%" height="auto" frameborder="0" scrolling="no" style="position:absolute;top:0;left:0;width:100%;height:100%;"></iframe></span><p>This trend is having real-world consequences. Only <a href="https://www.sciencemag.org/news/2020/06/just-50-americans-plan-get-covid-19-vaccine-here-s-how-win-over-rest" target="_blank">half of Americans</a> are willing to get a coronavirus vaccine, with a quarter wavering and a quarter against. While we should be confident of efficacy—gossip about a <a href="https://www.webmd.com/lung/news/20200511/covid-19_vaccine_by_fall_possible_but_at_what_cost" target="_blank">vaccine arriving in the Fall</a> is ambitious and potentially unsafe—the idea that a quarter of the country will refuse any vaccine is a potential public health disaster (as if we're not experiencing one now).</p><p>Making matters worse, we can't fight disinformation with data. No matter how many articles <a href="https://bigthink.com/coronavirus/the-plandemic" target="_self">debunk Plandemic</a>, Mikki Willis gains momentum. Do <a href="https://www.facebook.com/mikki.willis/posts/2875973472513592" target="_blank">27,000 doctors</a> really support his efforts to "reform our corrupt global healthcare systems?" There's no way to tell, but that's the thing about Facebook: it doesn't have to be true. Willis's claim, which he made in conjunction with a fundraising effort for the film, has been shared 4.4k times. Convincing his fanbase that perhaps tens of thousands of doctors aren't on board will be a Herculean task. </p><p>Media Matters notes the official-sounding National Vaccine Information Center (NVIC), which, though sounding governmental, opposes every effort to vaccinate children. Beginning in February, the organization's website started publishing a "<a href="https://www.nvic.org/vaccines-and-diseases/Reports/covid-19.aspx" target="_blank">special report</a>" on COVID-19, laying the groundwork for vaccination disinformation. </p><p style="margin-left: 20px;">"The first three installments of the 'special report' adopt right-wing themes unrelated to vaccines, such as the claim that public health orders that promote social distancing result in a 'loss of civil liberties' and subject Americans to 'quarantine shaming.' The fourth installment, published on March 29, includes the first attacks on vaccine development in the series … The fifth installment of the 'special report,' published on April 1, frames the vaccine development efforts of pharmaceutical companies and other entities as a cash grab."</p>
A truck with writing "JESUS IS MY VACCINE" drives by demonstrators rallying outside the Pennsylvania Capitol Building to protest the continued closure of businesses due to the coronavirus pandemic on May 15, 2020 in Harrisburg, Pennsylvania.
Photo by Mark Makela/Getty Images<p>The irony is that NVIC's Facebook page is listed as an "Educational Research Center." Just today the organization posted about the <a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2831678/" target="_blank">long-disproven link between the measles vaccine and autism</a> (via Robert F. Kennedy's anti-vax organization, Children's Health Defense), <a href="https://www.vice.com/en_ca/article/wxevj5/the-coronavirus-truthers-dont-believe-in-public-health" target="_blank">opportunist Joseph Mercola</a>'s questioning whether the COVID-19 surge in Texas has anything to do with the novel coronavirus, and conspiracy theory-rich GreenMedInfo, whose founder traffics in ridiculous ideas, such as <a href="https://www.facebook.com/watch/?v=1720256541450732" target="_blank">germ theory being false</a>. </p><p>And so here we are: instead of reporting on pressing global issues, Reuters has to <a href="https://www.reuters.com/article/uk-factcheck-metal-strip-medical-masks-5/fact-check-metal-strip-in-medical-masks-is-not-a-5g-antenna-idUSKBN24A2O1?fbclid=IwAR2nqo5OaXP3unV7v3jOhtdGY5JjivJgyBSqrKcW0pcEJfhdGWieDb1K5C8" target="_blank">fact check</a> whether the metal strip in face masks is really a 5G antenna or if Wayfair is <a href="https://www.reuters.com/article/uk-factcheck-wayfair-human-trafficking/fact-check-no-evidence-linking-wayfair-to-human-trafficking-operation-idUSKCN24E2M2" target="_blank">involved in human trafficking</a>. (The woman that posted the "medical doctor" video above is convinced Amazon is involved as well.) No matter how ridiculous these sound—and they should, to any functioning adult—common sense is losing ground: an <a href="https://www.sciencemag.org/news/2020/05/vaccine-opponents-are-gaining-facebook-battle-hearts-and-minds-new-map-shows" target="_blank">analysis</a> of over 1,300 Facebook pages with 100 million followers shows that anti-vax agendas are becoming more influential.</p><p>When the printing press was first invented, <a href="https://apple.news/Agz3WmeyWTEKLg-9yHo2BMA" target="_blank">anyone could hire a printer</a>. The idea of objective news took some time to work out, and it is questionable that it ever did get worked out. But we're in a truly disturbing place when one of the most effective therapeutics ever discovered—the <a href="https://www.tmrjournals.com/tmr/EN/abstract/abstract321.shtml" target="_blank">millennia-old idea</a> of allowing the body to build up immunity by introducing a small dose of an offending agent—is being used as, what? A political tool? An ideological battering ram? An apocalyptic battle song sung by the woke as they laugh at all the silly sheeple? </p><p>It's impossible to tell what the end game is. Being contrarian is now its own currency. Whether or not your agenda accomplishes anything is secondary to just being on the team—a participation trophy for simply showing up. Putting in the intellectual and emotional effort demanded by the complex and nuanced realm of science is proving too much for America to tolerate. When a nation descends into such intolerance, anything becomes possible. </p><p>--</p><p><em>Stay in touch with Derek on <a href="http://www.twitter.com/derekberes" target="_blank">Twitter</a>, <a href="https://www.facebook.com/DerekBeresdotcom" target="_blank">Facebook</a> and <a href="https://derekberes.substack.com/" target="_blank">Substack</a>. His next book is</em> "<em>Hero's Dose: The Case For Psychedelics in Ritual and Therapy."</em></p>
Why do so many people encounter beings after smoking large doses of DMT?
- DMT is arguably the most powerful psychedelic drug on the planet, capable of producing intense hallucinations.
- Researchers recently surveyed more than 2,000 DMT users about their encounters with 'entities' while tripping, finding that respondents often considered these strange encounters to be positive and meaningful.
- The majority of respondents believed the beings they encountered were not hallucinations.
What are DMT beings?<p>Do DMT entities actually exist in some other dimension, or are they hallucinations that the brain generates when its visual processing system is overwhelmed by a powerful tryptamine?<br></p><p>The late American ethnobotanist Terence McKenna believed that DMT beings — which he called "machine elves" — were real. Here's how he once <a href="https://www.ranker.com/list/dmt-machine-elves-facts/inigo-gonzalez" target="_blank">described</a> one of his DMT experiences:</p><p style="margin-left: 20px;">"I sank to the floor. I [experienced] this hallucination of tumbling forward into these fractal geometric spaces made of light and then I found myself in the equivalent of the Pope's private chapel and there were insect elf machines proffering strange little tablets with strange writing on them, and I was aghast, completely appalled, because [in] a matter of seconds... my entire expectation of the nature of the world was just being shredded in front of me. I've never actually gotten over it.</p><p style="margin-left: 20px;">These self-transforming machine elf creatures were speaking in a colored language which condensed into rotating machines that were like Fabergé eggs but crafted out of luminescent superconducting ceramics and liquid crystal gels. All this stuff was just so weird and so alien and so un-English-able that it was a complete shock — I mean, the literal turning inside out of [my] intellectual universe!"</p><p>McKenna believed machine elves exist in alternate realities, which form a "<a href="https://www.irishtimes.com/culture/books/old-favourites-the-archaic-revival-1991-by-terence-mckenna-1.3924887" target="_blank">raging universe of active intelligence that is transhuman, hyperdimensional, and extremely alien.</a>" But he was far from the first to believe that DMT is a doorway to other realms.</p><p>Indigenous peoples of the Amazon basin have used ayahuasca in religious ceremonies for centuries, though no one is quite sure when they first started experimenting with the psychedelic brew. The Jibaro people of the Ecuadorian rainforest believed ayahuasca allowed regular people, not just shamans, to <a href="https://atrium.lib.uoguelph.ca/xmlui/bitstream/handle/10214/17902/RichardsonG_202004_HonThesis.pdf?sequence=3" target="_blank">speak directly to the gods</a>. The 19th-century Ecuadorian geographer Villavicencio wrote of other Amazonian shamans who used ahaysuca (known as the "vine of the dead") to contact spirits and foresee enemy battle plans.</p><p>In the West, research on DMT experiences has been sparse yet interesting. The psychiatrist Rick Strassman conducted some of the first human DMT trials at the University of New Mexico in the early 1990s. He found that <a href="https://www.erowid.org/chemicals/dmt/dmt_article3.shtml" target="_blank">"at least half"</a> of his research subjects had encountered some form of entity after taking DMT.</p><p style="margin-left: 20px;">"I was neither intellectually nor emotionally prepared for the frequency with which contact with beings occurred in our studies, nor the often utterly bizarre nature of these experiences," Strassman wrote in his book "DMT The Spirit Molecule".</p>
Manuel Medir / Getty<p style="margin-left: 20px;">"Whenever I tried to pull any information out of the entities regarding themselves, the data that was given up was always relevant only to me. The elves could not give me any piece of data I did not already know, nor could their existence be sustained under any kind of prolonged scrutiny."</p><p>It's also worth noting that not all people who smoke DMT see beings, and that some see beings that look <a href="https://www.erowid.org/chemicals/dmt/dmt_article3.shtml" target="_blank">nothing like elves or aliens</a>. The diversity of these reports seems to count against the argument that DMT beings exist in some objective alternate reality.</p><p>In other words, if DMT beings exist in some other dimension, shouldn't they appear the same to anyone who visits that dimension? Or do the beings assume a different appearance based on who's looking? Or are there many types of beings in the DMT universe, but most look like elves? </p><p>You might start seeing elves just trying to sort this stuff out.</p><p>Ultimately, nobody knows exactly why DMT beings take the forms they do, or whether they're just figments of overstimulated imaginations. And the answers might be beside the point. </p><p>In the recent survey, 60 percent of participants said their encounter with DMT beings "produced a desirable alteration in their conception of reality whereas only 1% indicated an undesirable alteration in their conception of reality."</p><p>DMT beings may be nothing more than projections of the subconscious mind. But these bizarre encounters do help some people find real meaning, whether it's through personal revelation or the raw power of ontological shock.</p>
Gender and sexual minority populations are experiencing rising anxiety and depression rates during the pandemic.
- Anxiety and depression rates are spiking in the LGBTQ+ community, and especially in individuals who hadn't struggled with those issues in the past.
- Overall, depression increased by an average PHQ-9 score of 1.21 and anxiety increased by an average GAD-7 score of 3.11.
- The researchers recommended that health care providers check in with LGBTQ+ patients about stress and screen for mood and anxiety disorders—even among those with no prior history of anxiety or depression.