yego.me
💡 Stop wasting time. Read Youtube instead of watch. Download Chrome Extension

Has our ability to create intelligence outpaced our wisdom? | Max Tegmark on A.I. | Big Think


2m read
·Nov 3, 2024

I’m optimistic that we can create an awesome future with technology as long as we win the race between the growing power of the tech and the growing wisdom with which we manage the tech. This is actually getting harder because of nerdy technical developments in the AI field.

It used to be, when we wrote state-of-the-art AI—like for example IBM’s Deep Blue computer who defeated Gary Kasparov in chess a couple of decades ago—that all the intelligence was basically programmed in by humans who knew how to play chess and then the computer won the game just because it could think faster and remember more. But we understood the software well.

Understanding what your AI system does is one of those pieces of wisdom you have to have to be able to really trust it. The reason we have so many problems today with systems getting hacked or crashing because of bugs is exactly because we didn’t understand the systems as well as we should have.

Now what’s happening is fascinating; today’s biggest AI breakthroughs are a completely different kind where rather than the intelligence being largely programmed in an easy-to-understand code, you put in almost nothing except a little learning rule by which a simulated arc of neurons can take a lot of data and figure out how to get stuff done.

This deep learning suddenly becomes able to do things often even better than the programmers were ever able to do. You can train a machine to play computer games with almost no hard-coded stuff at all. You don’t tell it what a game is, what the things are on the screen, or even that there is such a thing as a screen—you just feed in a bunch of data about the colors of the pixels and tell it, “Hey, go ahead and maximize that number in the upper left corner,” and gradually you come back and it’s playing some game much better than I could.

The challenge with this, even though it’s very powerful, this is very much “blackbox” now where, yeah, it does all that great stuff—and we don’t understand how. So suppose I get sentenced to ten years in prison by a Robojudge in the future and I ask, “Why?” And I’m told, “I WAS TRAINED ON SEVEN TERABYTES OF DATA, AND THIS WAS THE DECISION.” It’s not that satisfying for me.

Or suppose the machine that’s in charge of our electric power grid suddenly malfunctions and someone says, “Well, we have no idea why. We trained it on a lot of data and it worked,” that doesn’t instill the kind of trust that we want to put into systems.

When you get the blue screen of death when your Windows machine crashes or the spinning wheel of doom because your Mac crashes, “annoying” is probably the main emotion we have, but “annoying” isn’t the emotion we have if it’s myself flying an airplane and it crashes, or the software controlling the nuclear arsenal of the U.S., or something like that.

And as AI gets more and more out into the world, we absolutely need to transform today’s packable and buggy AI systems into AI systems that we can really trust.

More Articles

View All
Homeroom with Sal & John B. King Jr. - Tuesday, August 25
Hi everyone! Welcome to the Homeroom live stream. Very excited about the conversation we’re about to have. But before we jump into that, I’ll make a couple of my standard announcements. First of all, just a reminder that Khan Academy is a not-for-profit …
Homeschooling your kids? Learn how to use our weekly math learning plans
Hello! Welcome! We are so glad to have several of you, a few hundred already here today, and really appreciate your time. My name is Dave Herron. I work on our team that supports teachers in school districts at Khan Academy, and I am joined today, about t…
Dipole–dipole forces | Intermolecular forces and properties | AP Chemistry | Khan Academy
So, I have these two molecules here: propane on the left and acetaldehyde here on the right. We’ve already calculated their molar masses for you, and you see that they have very close molar masses. Based on what you see in front of you, which of these do …
Compounding Relationships Make Life Easier
We talked about compounding and compounding interest, but we didn’t really dig into it that much. Relationships are a good example of compound interest. Once you’ve been in a good relationship with somebody for a while, whether it’s business or it’s roman…
How Japanese Masters Turn Sand Into Swords
[Derek] This is a video about how Japanese swords are made, swords that are strong enough and sharp enough to slice a bullet in half. The access we got for this video is incredible. We were able to film everything from gathering the iron sand to smelting …
Predator prey cycle | Ecology | Khan Academy
What I want to do in this video is think about how different populations that share the same ecosystem can interact with each other and actually provide a feedback loop on each other. There are many cases of this, but the most cited general example is the…