Alexandr Wang
Founder of Scale AI and, since 2025, Chief AI Officer at Meta, where he leads the company’s superintelligence lab.
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Beliefs
Korrents What they believe 20 beliefs — each backed by an exact quote.
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The only way to build something that matters is to develop conviction in a set of beliefs nobody else agrees with yet, long before they become consensus.
I think the the key thing is you need to develop conviction in a set of beliefs that nobody else um agrees with. Like, I think if you look at all the most successful companies in the world, um they were started at a time long before the sort of like core idea was popular.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
A founder who takes their bearings from what everyone around them is saying will end up nowhere; you have to build your own compass for what the future looks like.
you just you can't base your business decisions based on what everyone else is saying around you. Like, if you go too much with the herd, you will get immensely confused and you will end up nowhere. And so you have to develop your own compass of what you think the future is going to look like because everyone else will just confuse you.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
The bottleneck in AI is no longer the progress of the models but their diffusion — if the models froze today, the economy would still take decades to absorb what already exists.
I think we're at this like in amazing moment in the world where the bottleneck is not the progress of the AI models, the bottleneck is diffusing that through the rest of the world and and helping the world adapt to this amazing technology that already exists. Like I think if the models didn't improve at all from today, there would still be like decades and decades of like total upheaval and change in the economy and how the world operates and and everything around us
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
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This is a once-in-a-civilization opportunity to have a vision and impose it on the world by building something.
it's probably a like once in a civilization opportunity to be a dreamer and to have a vision and to have ambition and to impose a view of how the future world should look by building something amazing.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
AI has ended the David-versus-Goliath era of startups: a startup that properly embraces agents can now easily outcompete incumbents.
And now I actually think with the power of agents um and AI broadly speaking, it's much closer to Goliath versus Goliath. Like I think but maybe the startup is like a Mecca Goliath that is like vastly enhanced by the power of agents and AI and you know, the the large companies are the sort of like more traditional Goliath, so to speak. But I think that startups now like if you properly embrace AI agents and um figure out the way to leverage their strengths in the most like ambitious ways, you can easily outcompete incumbents.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Every one of the billions of people on earth will have their own superintelligence, tailored to them, and its point is to expand their agency.
we believe that everybody in the world, you know, all the billions of people in the world are going to have a super intelligence that is adapted and tailored to them, that is enables them to accomplish their goals, knows their context, and ultimately is an expander of their own agency.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
The future of AI is a broad decentralised ecosystem, not a totalising handful of AIs that control the world.
we don't believe in this totalizing, you know, totalitarian view of, you know, AIs that control the world. We believe that these are going to enhance this very broad ecosystem.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Talent density is the one thing to bet on when building a lab, because it compounds by itself: the more talented people you have, the more the best want to join you.
the first is talent density was incredibly important. That was the the core thing to bet on and um, like talent density is something that compounds naturally. Like the more talented people you have the more of the most most talented people want to join you.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Frontier AI work is scientific research, and it needs a completely different operating model from the one internet companies were built on.
frontier AI work is research. Like we are it is scientific work. We're exploring what can you do with these models? How can you push these models? What is the what are the reaches of what can be accomplished with these models which requires a totally different mindset and operating model than you know, existed for internet companies or internet products and what not.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Frontier models must be cheap enough for anyone to use, because a world in which they are rationed to the wealthiest developers is the wrong world.
we don't believe in a world where these models are so expensive that, you know, they get rationed only for the most wealthy of developers and and companies.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
The best AI products have not been built yet, because every wave of AI is about ten times bigger than the wave before it.
the best AI products haven't even been developed yet. You know, that if you look at the AI ecosystem and everything that's happened, like every wave is 10 times bigger than the past wave.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Arguing about whether superintelligence arrives in two years or five is close to a waste of time, because very powerful models are inevitable either way.
so much of that debate is like I think um in some ways uh a little bit of a waste of time because, you know, I think it's inevitable that we're going to have very powerful models
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
The scarce resource is about to stop being intelligence or agency and become vision and ambition.
all of a sudden, the scarce resource isn't going to be intelligence or agency. I really think it's going to be vision and ambition.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
For the whole of human history the bottleneck on progress has been getting a group of smart people together around a shared goal.
I mean, I think for the history of humanity, um you know, groups of smart people getting together towards a shared goal was was the bottleneck of progress. You know, US The United States of America in some sense was an example of this. Like the United States of America was formed from a smart group of very smart people getting together and having a vision for the future that they wanted to enact.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
The world is barely ready for this technology, and the people building it have a responsibility to prepare the world rather than only to ship.
you know, the world is like really just, you know, barely even ready for this technology today. And I think, you know, as a builder, we have a responsibility to prepare the world, right?
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Systems thinking will never go out of style, so going all in on words at the expense of rigorous quantitative thinking is a mistake.
But um but I think systems thinking is never going to go out of style. So, I think it's definitely a mistake to go all in on Word Cell. Like, I think you need to you need to shape rotate.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Humanity will change more in the next decade than it has in the past hundred years.
So, you know, humanity will change more in the next decade than it has in the past 100 years, probably.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
A swarm of agents with the right loop and the right metric can already out-produce a team of a hundred engineers.
Like I think we've seen internally at Meta um cases where if you can develop the right agentic loop and you have the right eval or the right metric for the agents to optimize, you can have a swarm of agents accomplish more than like a team of 100 engineers in, you know, uh very very handily actually, very very easily.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
Today’s models are already powerful enough to add many points of GDP growth; what is missing is people with the vision and ambition to apply them.
I truly believe these these models are already just incredibly powerful. Like they should they should be so powerful to fuel, you know, um many many points of expansion of GDP growth and I think it's like up to smart people with vision and ambition to make all that happen.
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
The thing worth finding is the exponential with the steepest curve that will run the longest — decades ago that was Moore’s law, and today it is AI progress.
the other piece of advice I would have is try to identify what is the what is the exponential in the world that has both the steepest curve and will go the longest. And you know many decades ago this curve was was Moore's law and that probably was you know that was at the time like clearly the right thing to invest on. I think right now it's AI progress
Alexandr Wang: “This is a Once-in-a-Civilization Opportunity” Said 29 Jul 2026
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