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The Cognitive Revolution / episode intelligence

Your Biggest Lever: Designing your AI Career for Maximum Impact, with 80,000 Hours founder Ben Todd

26 May 2026 24 published claims 2 attributable people

Speakers in the public record

Claim mix

belief 10evaluation 6recommendation 5observation 1preference 1prediction 1

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The useful parts, with receipts.

24 published records

03 / recommendation

So I think things around compute tracking are really useful. This almost sounds too simple, but like getting the capacity to have some type of off switch, because like right now we couldn't actually, there's not an easy way to actually just turn off a lot of computes quickly if there was like an autonomous AI replicating in a bunch of data centers.

“So I think things around compute tracking are really useful. This almost sounds too simple, but like getting the capacity to have some type of off switch, because like right now we couldn't actually, there's not an easy way to actually just turn off a lot of computes quickly if there was like an autonomous AI replicating in a bunch of data centers.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

04 / belief

I think we've seen a little bit of evidence this last couple weeks that could even have a positive effect as it flows through the training data and gives AIs a conception of themselves based on our imagination of what they maybe should be like in a mature state.

“I think we've seen a little bit of evidence this last couple weeks that could even have a positive effect as it flows through the training data and gives AIs a conception of themselves based on our imagination of what they maybe should be like in a mature state.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

05 / belief

Is there, if there's not, we can move on. But if you have any other kind of specific advice, I think one of the things people are going to ask, there was a pretty good post on this just yesterday that we can link to in the show notes.

“Is there, if there's not, we can move on. But if you have any other kind of specific advice, I think one of the things people are going to ask, there was a pretty good post on this just yesterday that we can link to in the show notes.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

06 / belief

I'm not sure how many entrepreneurs are going to want to go join the government, actually, because I think that personality type is often one that started a company in the 1st place because they didn't want to work at a big company.

“I'm not sure how many entrepreneurs are going to want to go join the government, actually, because I think that personality type is often one that started a company in the 1st place because they didn't want to work at a big company.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

07 / belief

I think just basically the entrepreneurial skill set, it's like making difficult things happen and like building coalitions of people and like setting up systems.

“I think just basically the entrepreneurial skill set, it's like making difficult things happen and like building coalitions of people and like setting up systems.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

08 / belief

One other argument that people have made a lot who I think are especially skeptical of AI companies, but I guess just maybe just have a hype doom as you framed it earlier, is that safety work is ultimately still counterproductive.

“One other argument that people have made a lot who I think are especially skeptical of AI companies, but I guess just maybe just have a hype doom as you framed it earlier, is that safety work is ultimately still counterproductive.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

09 / belief

I think maybe, and to the degree you can focus this on the AI angle on pandemics, I think the audience is If there's one, it's a pretty diverse actually, I've learned over time, but if there's one thing that unites us, it is a general obsession with AI.

“I think maybe, and to the degree you can focus this on the AI angle on pandemics, I think the audience is If there's one, it's a pretty diverse actually, I've learned over time, but if there's one thing that unites us, it is a general obsession with AI.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

10 / belief

I would say my subjective sense right now of the AI nonprofit space is, and obviously there will be exceptions to this, I don't mean to pay with too broad of a rush, and you can also feel free to disagree.

“I would say my subjective sense right now of the AI nonprofit space is, and obviously there will be exceptions to this, I don't mean to pay with too broad of a rush, and you can also feel free to disagree.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

11 / belief

I think a bigger point I might make about this is like, I guess I come at this from a perspective of just we're very uncertain about all of these different priorities and what's going to happen.

“I think a bigger point I might make about this is like, I guess I come at this from a perspective of just we're very uncertain about all of these different priorities and what's going to happen.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

12 / evaluation

I want to get into that and get your take on how people who maybe don't work directly in the space yet or who do what kind of work but are not sure if they're making the biggest impact that they can, how they might think about pivoting their careers to try to have the most positive, try to make the most positive contribution that they can.

“I want to get into that and get your take on how people who maybe don't work directly in the space yet or who do what kind of work but are not sure if they're making the biggest impact that they can, how they might think about pivoting their careers to try to have the most positive, try to make the most positive contribution that they can.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

13 / belief

I think also just like more popular support helps as well because politicians won't do things unless there's some type of electoral incentive ultimately.

“I think also just like more popular support helps as well because politicians won't do things unless there's some type of electoral incentive ultimately.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

14 / belief

Shout out also to Halcyon as another network that I've seen with a very focused and not super scaled, but high success rate approach. They've also been pretty good, especially I think for mid-career people making moves into the AI space.

“Shout out also to Halcyon as another network that I've seen with a very focused and not super scaled, but high success rate approach. They've also been pretty good, especially I think for mid-career people making moves into the AI space.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

15 / observation

One interesting thing that's happened in the last few years is a lot of these, in the past, this was more of a high level conceptual research kind of bottleneck, but now it's much more about actually engineering and there's just a lot of just like Concrete, okay, can we use this AI to monitor this AI?

“One interesting thing that's happened in the last few years is a lot of these, in the past, this was more of a high level conceptual research kind of bottleneck, but now it's much more about actually engineering and there's just a lot of just like Concrete, okay, can we use this AI to monitor this AI?”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

16 / evaluation

AI is one of the premises of this show and one of the reasons I enjoy making it so much is that it's obviously a general purpose technology, a horizontal layer, something that kind of intersects with everything.

“AI is one of the premises of this show and one of the reasons I enjoy making it so much is that it's obviously a general purpose technology, a horizontal layer, something that kind of intersects with everything.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

17 / preference

If there's these risks that might jeopardize the entire future, and that might be a lot better because of this technology, then there's like huge value in reducing those risks. And then at the same time, that's way more neglected because as we just said, there's already like a million or so people just working on accelerating AI capabilities, but the number of people trying to avoid these big downside risks is in the thousands.

“If there's these risks that might jeopardize the entire future, and that might be a lot better because of this technology, then there's like huge value in reducing those risks. And then at the same time, that's way more neglected because as we just said, there's already like a million or so people just working on accelerating AI capabilities, but the number of people trying to avoid these big downside risks is in the thousands.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

18 / recommendation

One, I think you asked about if you have an AI application skill set, what's something valuable you could work on with that? And one broad area of things is if you think we're going to be facing these big risks, soon that are going to be caused by much more powerful AI, then one strategy you might want to take is think about how you can essentially use AI to address these problems because then your tools are getting better as the problems are getting more severe, they're growing in tandem.

“One, I think you asked about if you have an AI application skill set, what's something valuable you could work on with that? And one broad area of things is if you think we're going to be facing these big risks, soon that are going to be caused by much more powerful AI, then one strategy you might want to take is think about how you can essentially use AI to address these problems because then your tools are getting better as the problems are getting more severe, they're growing in tandem.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

19 / prediction

If we avoid concentration of power and loss of control of autonomous AI and a massive bio attack and all of these things, then we're probably going to end up in a world that is far wealthier than today because we'll have this massive population of digital workers who can hopefully give us super good advice about all these problems.

“If we avoid concentration of power and loss of control of autonomous AI and a massive bio attack and all of these things, then we're probably going to end up in a world that is far wealthier than today because we'll have this massive population of digital workers who can hopefully give us super good advice about all these problems.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

20 / recommendation

I do think one of my own personal cause areas that I recommend all the time is just trying to develop more concrete visions of what a positive future and of rewarding life in the context of AGI abundance could look like.

“I do think one of my own personal cause areas that I recommend all the time is just trying to develop more concrete visions of what a positive future and of rewarding life in the context of AGI abundance could look like.”
Speaker
Nathan Labenz
Publisher
The Cognitive Revolution

21 / evaluation

Having more information about what's happening, these are the kind of things that seem robustly good for navigating things that a lot of people could agree on, even if we don't know the particular end state.

“Having more information about what's happening, these are the kind of things that seem robustly good for navigating things that a lot of people could agree on, even if we don't know the particular end state.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

22 / evaluation

They have some of the strongest research teams. And they're also in a great position to actually implement the research, which I think is actually a big part of it because you can come up with some idea, but if someone doesn't actually see through all the details in implementing it in the product, it doesn't actually help that much.

“They have some of the strongest research teams. And they're also in a great position to actually implement the research, which I think is actually a big part of it because you can come up with some idea, but if someone doesn't actually see through all the details in implementing it in the product, it doesn't actually help that much.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution

23 / evaluation

Because many jobs are an experiment as well. And then with the effect of AI, the key thing is the longer your time horizon, the more important gaining career capital and exploring are, because you have more time to make use of those skills you've gained and that information you've gained about what fits you best.

“Because many jobs are an experiment as well. And then with the effect of AI, the key thing is the longer your time horizon, the more important gaining career capital and exploring are, because you have more time to make use of those skills you've gained and that information you've gained about what fits you best.”
Speaker
Ben Todd
Publisher
The Cognitive Revolution
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