Artificial Intelligence in Human Learning: Risks, Opportunities, and What’s Next

Foreign. Hey, Diane, it is good to be with you in person.

It's really good to be in person. It's a little funny where we are in person, but it's kind of the perfect setting to end our A.I. you know, miniseries season six. We are at the air show. I think that's what it's called, the AI show in San Diego.

I'm gonna take a selfie, as we say.

We're gonna send you a picture this. So we're. We're recording here from the floor that is filled with educators and edtech companies and AI. AI.

AI Because AI is the thing, which is perfect because our season this year has almost exclusively focused on the question of what will the impact of AI be in education? How do we shape that? What do we want it to be? All these questions, frankly, in ways that neither of us had imagined fully. I think when we started this and we did a first sort of rapid reaction.

We did. Were we starting our kind of baseline assessment of what we thought and our knowledge and what we were curious about? Yep.

And we've gone through this journey, and now today, we sort of get to tidy it up with our very sharp, insightful takes. No pressure on us.

No pressure for those key headlines. But, you know, along the way, we interviewed a bunch of really interesting people, some skeptics, some really positive folks. And we benefited a lot from.

I learned a ton. My understanding of the space. I. I don't know if I conveyed it on our prior episode, but I think it's a lot deeper than it was than when we started.

For me, too. I really appreciate them. And then, you know, in true fashion, we just publicly processed out loud last episode. We do. And now we're going to try to actually pull it together with some key takeaways. So that's how we're. We're going to wrap it today. And so we kind of outlined, you know, three big categories here. And the first one is, I want to ask you what belief was confirmed for you as we made our way through this this season?

Yeah. So people obviously heard where we started, but I will confess, I've been struggling. I knew you were going to ask this question, and for days I've been wondering, what did it confirm for me? I think I will say two things. If that. And maybe that's cheating. But it's our podcast. Right. So, number one, I think it confirmed for me that foundational knowledge will still be important.

Yes.

And I think developing it into skills will still be important, just as Google did not change that reality, despite What a lot of educators and maybe more schools of education sadly were telling their students that became teachers. I don't think AI will change that either. We had a long conversation in the last episode around the nature of expertise and like who is AI useful for. I think the second thing that maybe hit harder for me but, but confirmed something that we talked about in the first episode was I think the most transformational use cases of AI in education will be in areas outside of the traditional schools with new models that leverage AI that wrap around it to do things very differently from business as usual, frankly. Like why you started public school is outside of the traditional. Right. I think the other piece of that is I'm somewhat skeptical that venture capital will be the thing that funds a lot of these new models that emerge.

Say more about that. Why?

Well, I could be very wrong in the latter. I'm just coming, we're at this conference and I just coming from a place where a few people said no, we are funding these things. So I could be completely wrong. I guess my thoughts thinking is the time frames for explosive growth for VC are short five to seven years.

Yeah.

The micro schools, the new emerging schooling models. I don't even know if micro schools will be the word we use in five years from now. I'm not convinced those are like zero to a hundred thousand student businesses. Yeah. And so I don't know, can you make a venture style business out of them? Venture might be funding the AI software that sort of makes those things go round and certainly the infrastructure that we've talked about.

Right, right.

But I, but I guess I think that's going to be the really interesting hotbed of activity to look at. And we had this dichotomy on the first show, teacher facing versus student facing. I think that's less present in my mind at the moment. But the student facing stuff I think will be in these new models, not the traditional ones.

Fascinating.

What about you?

Well, I think that, you know, when

I feel free to disagree with me also I think.

Well, I think my confirmed belief is sort of a dimension of what you're talking about, maybe the flip side of what you're talking about or connected to it and I can't decide if it's in conflict with what you're saying or not. So let me just put it out there and we'll see. I will say that I think of myself almost as always an optimist, but I am a skeptic in one area and I believed coming into this that we weren't going to Hear full that schools were being redesigned or that even had been. And so it sort of confirmed my belief that I don't know what is going to bring about this kind of change. And so you saying it's going to happen outside of the. Yes, because that's the only places that.

It's the only place for transformational use cases.

And it may be yet.

And it may be yet. And I think the confirmed belief for me at the moment, it's great when you're wrong and you learn something new. I will say. But at the moment, it confirmed my sense that it will look our field, they tend to be consumed with the hardest, most intractable problems at the center of the field. And this is gonna be the periphery. It's not gonna be the bulk of it. So there's a little bit of a cognitive dissonance if you.

I bet. I think you're right. And it's so interesting. The story in America is truancy and absenteeism. So data tells a story along that. But if you're processing that, that is the biggest problem. And then you're creating. Using AI to create a solution structure. And the. What is happening in the school day is the problem. Families are voting with their feet.

So it's so interesting you say that. I'm rereading Bob Mesta's book, Five Skills of Innovators. I almost mailed you a copy over the weekend. They're solving a problem rather than asking, what is the system supposed to do and how do you tighten the variance around that? And as he says, you can solve the problem, but create five others. Or you say, what is the system supposed to do now? Yeah. And so that's why I think we got to bust out. So let me ask you. Let me ask you the next question. Where did it change your mind or beliefs? Anything that we learned?

Well, I do. I do think it changed my mind. And I'll point to our episode with John Bailey. That's how we kicked off this series. And I think I've talked to so many people who love that episode, and they're like, oh, my gosh, I had no idea all the different ways that I could use ChatGPT or Claude or whatever AI I'm using. And it's true. I mean, John, you know, talked about how we now have an expert in our pocket on every possible topic. And so it really pushed me to think about how I was using it in my life, both in my personal life, in my professional life, and in our product. Now there's some challenges with this expert idea that I think came up for both of us.

Yeah. And maybe that's where I, maybe that's where it changed my beliefs is I think I had a sense and you can read my quotes in newspapers and stuff like that. That or newspapers exist. Ed weeks. Stuff like that. That. I think this series really gave me a much deeper set of questions around what kinds of students will actually be able to take advantage of these types of tools. I won't go into it again. Did it the last episode around this novice expert, unknowing, knowing, sort of two by two. And so I think that's like something that I'm really wrestling and revising in my head coming out of this. I think along those lines, it gave me a much deeper concern over a lot of the things that could go wrong if we're not super intentional and thoughtful about that game. But I think it's like how we leaned into it. And I, I will say, I don't know if this is a revision for me. You may tell me I'm leaving my principles behind, but I sort of scoffed a couple years ago when districts would say we need an AI strategy. And I was like, no, that's focusing on the inputs, not the outcomes. You. But I think I've revised my stance in that I do think that there needs to be more thoughtfulness around what are our beliefs and values and so forth in an era of AI, and what does that mean for what we think about teaching and learning. And maybe that's your AI strategy.

Well, and this hearkens back to the episode with Rebecca Winthorpe. Will AI provoke schools to go back and have the real conversations about what is the purpose of education? What are we trying to do? What matters now? How are we using this new, very powerful tool to further our purpose?

Look, I, I would hope that they would, but I mean, I, I, I think this is the answer, you know, C number one, where I think it's more likely that these conversations happen in embryonic education communities than the traditional, despite how broken this could look in five years if we go down this road. But that's, I, I left with a lot of concerns.

Yeah. And I'm curious in my own use of AI, if I'm missing out or losing anything, because I'm not, like, processing some of my thinking and work in the way that I used to, like, no doubt more efficient, certain brain work during that process.

So was it creating cognitive laziness that

I don't, I have no evidence that that's true. But I do Wonder.

And on my other podcast, Future you, Jeff Salingo talked about how his daughter, one of his daughters asked what you did when you didn't have phones. And her visual image wasn't like, oh, you memorized stuff and had to learn a lot. Her visual image was literally like, we have a phone in front of us, navigating us. We must have had a large fold out map. She couldn't imagine that we would write down the directions and so forth and then. And occasionally you pulled over and had to recalibrate, but. And so he was like, oh, so this is an example of cognitive laziness. And I was like, I actually think that's a example of freeing up the brain to do other things that I

think is, well, and in a whole other part of our lives. We both care a lot about longevity and the science and whatnot. And so there's certainly some evidence over there that we, we are not helping our brains when we're taking all those tasks out of our life. So I want to switch gears and name something else that it changed for me, and that's curiosity. I think we both came to this. And for me, here was the big aha, like I have for years. Like, I built the summit model with the habits of success, and curiosity was one of the parts of that. But curiosity has always gotten sort of shortchanged, if you will, because everyone's like, well, that's great, but how do you teach it and how do you assess it? And it's sort of sitting up there and to me, like, curiosity comes roaring back in.

It is having its shining moment, like the, the habit.

Yes.

That you will need to be a thriving adult in this world. So you don't take things on face value, so you are inquisitive, so you ask. So you're always needing to use this, I think, to figure out what is truth, if you will. That's perhaps a real skill that we will need to be better at developing.

You know, I would probably call it more of a habit, but it, it is a skill. It's one of those weird ones because I feel like we're born naturally curious, not feel like there's a lot of evidence of that. I sadly believe that our education system actually rings that curiosity out of us.

It doesn't reward it. Right?

It doesn't reward it. And you know what's interesting? In my current work, you ask employers, you know, who do you, who would you provide job shadow opportunity for, who would you have as an intern, those sorts of things. And when you talk to them, curiosity rises to the top. What do they want? A young person who comes in who's a signal that you do have a growth mindset and you are interested in growing and you do want to learn and you're just. Yeah, it's just such a important quality, I think.

Yeah, I think that's right. And it. And it connect all these things. My own worry is that if people don't have enough foundational knowledge, they'll actually be far less creative in this world of AI where they're just doing what is sort of told to them and unable to ask big questions. If I ask you to learn how to ask really big questions that break out of status quo systems and things of that nature.

Exactly to that point. I think the other thing that I've been thinking differently about is throughout this series, as you know, my biological son is a history guy.

Someone after my heart, I know, said

to me, the other one obsessed with AI, so it's an interesting combo.

But yeah, the other one I have no chance of understanding.

But yes, yeah, say said to me, you know, mom, because we're talking about the speed of how the development of the innovation, but the human part is still really real. And so one of the things he said to me is, you know, do you know how long it took for America to fully adopt electricity after it was invented?

It was like rebuilding of models around it that are native to that at the center.

Yes. And I just think it's so interesting. Like I had a conversation with ChatGPT about why did it take so long. And so some of the things I learned and my kiddo is like, there's infrastructure. In the case of electricity, there was cost. I would argue there's like hidden costs to it.

I think there's huge costs. This is not the zero marginal cost world anymore of Silicon Valley.

Right, right.

It's different.

Right. There was a lack of immediate need or use. Why are you getting on AI like, and even the two of us saying, you know, we now almost never go on Google and search Google anymore because we've transformed our behavior over. But it took a minute even for us to sort of figure that out, change our behavior.

Interesting. So this guy Horace dead, you was not going to go here until you just brought this up. Who runs the Asimco sort of community podcast, speaks a lot about Apple. He was with the Christensen Institute for a hot minute.

Okay.

And he was doing his research around the adoption of refrigerators and dryers. Adoption of refrigerators was relatively fast, but the adoption of dryers were really, really slow. Oh, and dryers were really, really slow adoption because you had to change the component into which it fit in the house. Right.

And so it requires like a different plug

infrastructure. Tells you how fast it will go.

Yeah.

And we don't ever ask. Have that conversation right around thinking about, you know, how much do you have to redesign parts to make it use.

And I would assume the case with dryers to households across the country. And I. I think that when people look back on this moment in history, they'll probably blur the time period it takes. But we're going to live through, I think, a much longer time period.

It's interesting, a lot of my early funders at the Christensen Institute, people like Giselle Huff, who I adore, they would get annoyed with me. I mean, when I said patience is going to be required because we have an install base, we have a system.

Right.

I, on the last one, expressed my belief that some of these dynamics could change around disruptive innovation actually now being welcomed for the first time.

So I'm laughing at us a little

bit because of our naivete. 2020 to do a little.

Well, back in 2020. But then we thought we were going to do a little AI miniseries and then we'd figure it all out. But I think that as we wrap this season, season six, we actually have even more questions and curiosity ourselves.

Well, and we'd love to hear from folks who are tuning in. This is a welcome invitation to just pester us less with your pitches and more with, like, what are you curious about?

Yes.

Who would you like to hear from? Not in your orbit, but, you know, people that would further both your understanding and ours.

Yes. And what are you doing and what are you seeing and how can we sort of come along on this journey together?

So let me end with this one question. Will AI have an impact on young people? If so, when and how?

Yes.

My answer to that question is like, despite what at least one of our guests said is, I can't imagine it will not have a big impact on individuals. I think AI is going to be much more pervasive, in fact. And look, I'm not one of those people that says just because it's in the working world, they need to use it now because we're preparing them for that world.

It's already impacting them. So it is having an influence on the work that's available to them. The way employers think about work. The what, what, where it's going to have an impact on.

Particularly in high school, I think it's Going to be like the, the old world of like, here's the curriculum. Go learn. It, I think, is massively thrown out the window. Right. Like, Maybe K through 8th is a little bit more constant because it is foundational. I, I don't think it should change as much, but high school, I think, is different. It, it already should be much more experiential and exploratory in my view. But I, I think it'll be, I think it should be extremely so now. All right, let's wrap. What are you reading, watching, listening to that I should be clued into.

Well, I'm still on all of the ancient Greek fun, so I have gotten a lot of very polarized reactions to this, but hear me out. So Gavin Newsome has a new podcast.

He does.

I've been reading about it and lots of people have been reading about it. I live in Californ, as you know.

So he's your governor.

He is my governor. You have to listen to this. The first episode where he interviewed Charlie Kirk. And for those who don't know, the premise is he's talking to people who he really disagrees with. Here's why I'm going to promote it. I love it. These are, they're getting into the nuance of policy and how things work. And I am learning a lot and I want to be able to make my own decisions. So I want to hear the full scope of things and feel like. And I don't. So this is the kind of conversation I want to exist out there.

Well, so you're learning from that and I'm learning from you. I, I am, I'm, I'm not just reading non fiction. I've also been embracing some fiction books. I'll name one. Yeah, there you go. Right. I'll, I'll name one which is Paradise. And I'm gonna mess up the author's name. I'm gonna apologize, but Abdul Razak Gurna. And I'm reading it this book paradise, because I'm, I'm learning from you that it's nice to read fiction from the country where you're about to travel. And as you know, I'm headed to Tanzania with Imagine Worldwide. I'm on the board there.

Are you enjoying it?

I'm still like trying to sense, make from it. Yeah, it's less. The fiction that I read around Sierra Leone in particular was like very of the Civil War moment and like I could really figure out where that is. But in paradise, there are a lot of currents going on in this book. I'm trying to, trying to sense make. And it's really interesting.

How beautiful.

And thank you to all of our listeners once again. And thank you, of course, to the 74 for distributing this. And it's how so many of our listeners connect with us. And so to all of you, we will see you next season on Class Disrupted. Sam.