The Ledger
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Brockman: Frontier AI models are solving unsolved math and physics problems
“These models are now solving unsolved math problems and physics problems, right? Really helping people be able to achieve things they couldn't otherwise.”
Brockman: OpenAI Has Definitive Line of Sight to AGI in 2026
“And I think that we have definitively answered that question of it's, it is going to go to AGI. Like we see line of sight and that it is at this point, we have line of sight to these much better models that are coming this year.”
Brockman: AGI Capable of Any Computer Task Will Arrive Within Years
“I think it's extremely clear that we are going to have AGI within the next couple years in a way that is still going to be jagged, but that the floor of task will just be almost for any intellectual task of how you use your computer. The AI will be able to do …”
Brockman: AI models are now solving unsolved math and physics problems
“These models are now solving unsolved math problems and physics problems, right?”
Brockman: Competitors Scrambled Too Late for Compute When None Remained Available
“I think that what we have seen is that for other players, that they kind of realized that probably late last year and started scrambling to see what compute is available, and there really wasn't any”
Brockman: AI Compute Demand Will Outstrip Supply, Selling Out Every Provider
“I do think there's a bit of an attractor state where just like from a business model perspective, every provider sells out all their compute. Right. I think that is just like the world that we're heading towards, where there just is not going to be enough comp…”
Brockman: Current frontier AI intelligence will become mundane and cheaper within a year
“I think frontier intelligence will always be something that is going to be, you know, it's always going to be the priciest thing. But I think that a year from now, that level of intelligence is going to feel pretty mundane and like, you know, going to be much …”
Brockman: Every AI provider will sell out all their compute
“I do think there's a bit of an attractor state where just like from a business model perspective, every provider sells out all their compute. I think that is just like the world that we're heading towards, where there just is not going to be enough compute to …”
Brockman predicts AI stack prices and margins will continue increasing
“And again, I think it's going to keep happening where because everyone has this avalanche of demand that you're going to see prices and margins and all of these things continuing to increase at various levels of the stack.”
Brockman: GPT-5.5 can now autonomously operate computers and web browsers
“The fact that it's now really crossed the threshold of usefulness for general kinds of applications, and so it's much better at creating slides, spreadsheets, much better at computer use, using your browser, being able to kind of click through applications tha…”
Brockman: Massive infrastructure bets are still insufficient to prevent compute scarcity
“Still not enough. We're gonna feel the scarcity. We're gonna feel it. We're feeling it already. You can sense it right now on people who are trying to use these agents and just simply cannot, you know, hitting the rate limits. So we're working on behalf of our…”
Brockman: OpenAI Lacks Enough Compute to Fund Its Top Priorities
“And when we look at the compute we have, we are not even gonna have enough compute to fund those two things.”
Brockman: AI knowledge work will see a real takeoff within the next year
“We're going to see this real takeoff Of this technology and knowledge work over the next year.”
Brockman: OpenAI Reasoning Model Solved an Unsolved Physics Problem in 12 Hours
“We had this result recently where a physicist had been working on a problem for some time. He gave it to our model. 12 hours later, we have a solution, and he said this is the first time he's seen a model where he felt like he was thinking, that it felt like t…”
Brockman: ChatGPT Image Generation Uses GPT Architecture, Not Diffusion Models
“The reason we're able to do that is because it's not actually on the world model, like diffusion model tech, tech branch. It's actually based on the GPT architecture, and so there, even though it's a different data distribution, the actual core technology at t…”
Brockman: Friend Used ChatGPT to Find Treatment After Terminal Cancer Diagnosis
“I have a friend who used ChatGPT to understand different treatments for his cancer, and that he was told by doctors that he was terminal, that there was nothing they could do for him. He used ChatGPT to actually research a bunch of different ideas, and he was …”
Brockman: OpenAI Automating Its Own Research Scientists' End-to-End Workflows
“And at a practical level, I think I would view it as ex, is taking the full end to end of what one of our research scientists does and be able to do that in Silicon.”
Brockman: Late 2025 Models Boosted AI Task Completion from 20% to 80%
“So new model races really went from the AI being able to do like, 20% of your tasks to like, 80%.”
Brockman: AI capabilities working today will be incredibly reliable within a year
“But it is all indicated by what's kind of working right now, certainly within a year, sometimes much sooner is going to be incredibly reliable.”
Brockman: AI Agents Will Democratize Entrepreneurship by Autonomously Running Businesses
“The democratization of entrepreneurship is absolutely coming. And I'll say, here's these problems, there's this customer that's upset, you know, that they want to talk to a real human, like, you should go talk to them, like, all of that's going to happen.”
Brockman: AI Will Produce 'AlphaGo Moments' Across All Scientific and Creative Domains
“That is going to happen in every single domain. It will happen in science, in math, in physics, in chemistry, it's going to happen in material science, it's going to happen in biology, it's going to happen in healthcare, drug discovery, but it may also even ha…”
Brockman: AI will transform the economy even with zero further technical progress
“So I think that even with no further progress, there's still a massive shift that will happen. The economy being powered by compute and AI is still going to happen.”
Brockman: AI and Compute Will Be the Primary Driver of Economic Growth
“The highest order bit on how this economy grows from here will be about AI, how well you can leverage AI and the computational power you have available to power it.”
Brockman: Everyone in AI Will Face Severe Compute Shortages This Year
“And I think that we will see even this year, how everyone who is participating is going to be compute strapped.”
Brockman: Top AI Models Will Face Compute-Driven Outages Within Six Months
“Six months from now, I think that everyone will feel it. And I think that we will all feel the pain of there's an awesome model. And there's just no availability because there's not enough compute.”
Brockman: AI Will Be the Primary Source of Future National Security
“I think this will be the source of economic and national security going forward. I think it's going to be about national competitiveness and that there are other countries like China where AI pulls in the exact opposite direction.”
Brockman: OpenAI Abilene Supercomputer Annually Uses Water Equivalent to One Household
“If you actually look at our Abilene facility, which is one of, if not the biggest supercomputers in the world, the amount of water it uses Is the same as a household over the course of a year, right? So it's really negligible water use.”
Brockman: Doctors used OpenAI's o3 to diagnose a 20-year mysterious ailment
“Like, for example, today we announced I we have in peer reviewed literature, people, doctors who are using O three. Remember O three? It was like forever ago now. Right. It was like one of our earliest reasoning models using that to find diagnoses for People w…”
Brockman: People will use a single AI agent across personal and work contexts
“And so you kind of are just going to want a single agent that has access to your context. And this will be true in personal life. This will be true in a business context, right?”
Brockman: 230 million people use ChatGPT weekly for health queries
“I think that there's about two hundred thirty million people each week who use chat GPT for health queries.”
Brockman: Doctors use OpenAI's o3 model to diagnose long-unsolved medical cases
“Today we announced I we have in peer-reviewed literature people, doctors who are using O. Three. Remember O. Three? I was like forever ago now, right? It was like one of our earliest reasoning models using that to find diagnoses for People who I had no, no ans…”
Brockman: Future voice AI will process input and output simultaneously
“The obvious thing that you want to accomplish is a model An AI that works much more like you and I do, right? That's able to process input at the same time it's processing output. And all of that is, of course, something that many people in this field are tryi…”
Brockman: Today's frontier AI intelligence will be much cheaper within a year
“I think the thing you should anticipate is that over a year long time horizon to get to today's level of intelligence that feels very premier, it's going to be much cheaper. But there's going to be a new thing that is going to be so much better.”
Brockman: Nvidia H100 prices are up despite being previous-gen hardware
“You can see that with some of the prices that people are paying for each 100, right? Hoppers are, you know, kind of, you know, not, not obsolete, right? But they're a previous gen chip and nor in any normal situation, we're not totally supply constrained. No o…”
Brockman: About 230M People Use ChatGPT for Health Queries Weekly
“I think that there's about two hundred thirty million people each week who use chat GPT for health queries.”
Brockman: OpenAI cuts intelligence prices tenfold to hundredfold year-over-year
“We have dropped prices on the same level of intelligence year over year, sometimes by literally a factor of a hundred, right? It's like at least in order of magnitude year over year, sometimes literally a hundred.”
Brockman: New 'Spud' Base Model Incorporates Two Years of OpenAI Research
“So I think of SPUD as a new base, as a new pre-train, and that we have had this I, I'd say it's like we have maybe two years worth of research that is coming to fruition in this model.”
Brockman: North Dakota Utility Rates Decreased Following Local Data Center Construction
“We've seen, for example, in North Dakota that people's rates have gone down because a data center has shown up and has helped with improving the utilities for everyone.”
Brockman: ChatGPT plugins failed because 2023 models lacked context and memory
“It didn't work at all because the models weren't ready, right? The form factor is correct. Obviously, you're going to have an AI that's able to like talk to your Gmail, like no question, but we could only like have three different connectors exposed to the mod…”
Brockman: Future voice AI will process input and output simultaneously
“And so the obvious thing that you want to accomplish is a model An AI that works much more like you and I do, right? That's able to process input at the same time it's processing output. And all of that is, of course, something that many people in this field a…”
Brockman: Nvidia H100 market prices are up despite older generation status
“You can see that with some of the prices that people are paying for each 100, right? Hoppers are, you know, kind of, you know, not, not obsolete, right? But they're a previous gen chip and nor in any normal situation, we're not totally supply constrained. No o…”
Brockman: New Models Will Only Feel Different in Intelligence-Bottlenecked Domains
“I think that it will be A similar story where you, when you release it, there will be people who will try it and be like, this is a night and day different than anything I've seen. And then there will be some applications where we weren't necessarily intellige…”
Brockman: Codex app functions as a general tool-using agent harness
“The Codex app today is something which is a, it's really two things in one. It's a general agent harness that can use tools, and it's also a agent that knows how to write software.”