The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 74 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable
Sam Altman: OpenAI will steamroll startups built on static model assumptions
“It would seem to me that 95% of the world should be betting on the latter category, but a lot of the startups have been built in the former category. When we just do our fundamental job, we're going to steamroll you.”
Altman: OpenAI will steamroll startups building static software wrappers
“When we just do our fundamental job because we, like, have a mission, we're going to steamroll you.”
Altman: Product strategy is a personal weakness and current area of uncertainty
“The thing I'm struggling with most this week is I feel more uncertain than I have in the past about what our, like the details of what our product strategy should be. I think that product is a weakness of mine in general and it's something that right now the c…”
Altman: Most Investors Make Stressful Founder Situations Worse
“Most investors, I think, make stressful situations worse.”
Altman: Y Combinator Forced Seed Investors to Stop Exploiting Founders
“I think before YC came along, a lot of seed investors way overplayed their leverage over founders and would break term sheets, renegotiate deals, weak confidential information. And then YC was a powerful enough force to say, you can't do this or there will be …”
Altman: Startups patching current AI model flaws will become obsolete
“We are gonna try our hardest and believe we will succeed at making our models better and better and better, and if you are building a business that patches some current small shortcomings, if we do our job right, then that will not be as important in the futur…”
Altman: 95% of founders now bet on rapid AI model improvements
“And so I felt like, 95% of people that were like, betting against the models getting better, five percent of people were betting for the models getting better. I think that's now reversed.”
Altman: The most impactful AI agents will function like senior co-workers
“The category I think though is more interesting is not the one that people normally talk about where you have this thing calling restaurants for you, but something that's more like a really smart senior co-worker. Where you can, like, collaborate on a project …”
Altman: Enterprise software pricing could shift from per-seat to compute-based
“I'll speculate here for fun, but we really have no idea. I mean, I could imagine a world where you can say like, I want one GPU or 10 GPUs or a hundred GPUs to just be like churning on my problems all the time. And it's not like, you're not like paying per sea…”
Altman: OpenAI's model revenue justifies its high training costs
“This thing that they're not though worth as much as they cost to train, that seems totally wrong. To say nothing of the fact that there's like a, there's a positive compounding effect as you learn to train these models, you get better at training the next one,…”
Altman: Too many companies are training similar AI models without sticky products
“There's a lot of, there are probably too many people training very similar models, and if you're a little behind, or if you don't have a Product with the sort of normal rules of business that make that product sticky and valuable, then yeah, maybe you can't. M…”
Altman: Competing AI labs will successfully replicate OpenAI's o1 model
“After, after a research lab does something, even if you don't know exactly how they did it, it's, I won't say easy, but it's doable to go off and copy it, and you can see this in the replications of GPT-IV, and I'm sure you'll see this in replications of O-one…”
Altman: Entering the AI foundation model race will cost under $100 billion
“No, I think it will cost less than that”
Sam Altman: AI model market will consolidate into dozens of large providers
“I think eventually it will shake out. There will be a small number of providers, just dozens, something like that, doing models at Big scale.”
Sam Altman: Long-term AI value lies in personalization, not base models
“The long-term differentiation will not be, I don't think the base model, like that's just, you know, intelligence is just like some emergent property of matter or something. The long-term differentiation will be the model that's most personalized to you, that …”
Altman: 95% of AI startups should bet on models continuing to improve
“It would seem to me that 95% of the world should be betting on the latter category, but a lot of the startups have been built in the former category.”
Altman: OpenAI will drive the cost of high-quality intelligence near zero
“I think we can drive the cost of a very high quality of intelligence to very near zero, and that will just be phenomenal for most things in the world. Not everything, there will be some negatives, but I think the cost of intelligence is about to get really, re…”
Altman: The frontier AI market will consolidate into roughly a dozen providers
“I think eventually it will shake out. There will be a small number of Providers, just a relatively small number, you know, dozen, something like that, doing models at big scale, and it'll be extremely complex, extremely expensive”
Altman: Long-term AI differentiation will come from personalization, not base models
“I don't think the base model, like that's just, you know, intelligence is just like some emergent property of matter or something. The long-term differentiation will be the model that's most personalized to you, that has your whole life context, that plugs int…”
Altman: Raw model intelligence is the primary bottleneck to AI accelerating science
“I think the models are just not smart enough, which sounds like a annoying, low information kind of cop-out answer, but I think it's like deeply fundamentally true. Like the models just aren't smart enough. You fix that one thing, all these other things get be…”
Altman: Entrepreneurs learn far more from moderate success than from failure
“I think you usually don't learn that much from failure. You learn more from success. But I think you also don't learn that much from, like, extreme break all the rules, unrepeatable success either.”
Altman: Most VCs make the mistake of caring who else is investing
“I basically should not pay any attention whatsoever to whether or not other investors are investing in a company even if they're people that I thought highly of. And that that was like, I think that is the mistake that most investors make is the thing that the…”
Altman: Precision Valuation Debates Are Irrelevant for High-Upside Startups
“If something feels overpriced by a factor of two, and I think it's going to increase by a factor of 2000, that's okay. You know, I always roll my eyes when investors are like, well, I would pay 400, but not four hundred and fifty million dollars for this compa…”
Sam Altman: Startup fundraising strategy requires every round to be an up round
“I think one of the immutable laws of fundraising strategy is that every round needs to be an up round. Otherwise, it's really bad, and you don't want to, like, get some price where you... A, have to work with a bad investor, or B, can't get an up round for you…”
Sam Altman: Seed-stage venture capital returns will compress overall
“I think this has already happened, but I fully expect the returns of seed stage investing as a whole to compress. I kind of have this model of the world where, Capital slashes around looking for the best return, and when there is a really outsized class or ass…”
Altman: Investors Focusing Only on US Miss 95% of Top Founders
“If you believe that talent is evenly distributed, and you're only looking at the U.S., you're going to miss, like, 95% of the best founders.”
Altman: OpenAI o-series reasoning models will improve rapidly
“So you should expect Rapid improvement in the O series of models, and it's of great strategic importance to us.”
Sam Altman: AI applications will create trillions in new market cap
“There will be many trillions of dollars of Market cap that gets created, new market cap that gets created by using AI to build products and services that were either impossible or quite impractical before”
Altman: OpenAI will make major push into next-gen AI systems in 2025
“Next year will be a big push for us into these next generation systems.”
Altman defines an AI agent as an autonomous long-duration task executor
“This is like my off the cuff answer. It's not well-considered, but something that I can give a Long duration tasks to, and provide minimal supervision during execution for.”
Altman: OpenAI's o1 Model Demonstrates the Path to AI Agents
“There's a huge amount of infrastructure and scaffolding to build for sure, but I think O-one points the way to a model that is capable of doing great agentic tasks.”
Sam Altman: Early-career talent shouldn't lead high-stakes infrastructure engineering
“When you're like designing some of the most complex and massively expensive Computer systems that humanity has ever built, actually like pieces of infrastructure of any sort, then I would not be comfortable taking a bet on someone who is just sort of like star…”
Altman: OpenAI faced severe, unknown technical issues early in GPT-4 development
“Well, when we started working on GPT-IV, there were some issues that caused us a lot of consternation that we really didn't know how to solve. We figured it out, but there was definitely a time period where we just didn't know how we were gonna Do that model.”
Altman: Unprecedented AI ecosystem complexity is his single biggest concern
“So, it's, supply chain makes it sign, sound too much like a pipeline, but yeah, the overall ecosystem complexity at every level of, like, the fractal scam is unlike anything I have seen in any industry before. And some version of that is probably my top worry.”
Altman: The Cursor team has delivered a remarkable AI product experience
“Let me give a shout out to the cursor team. I mean, there's a lot of people doing incredible work in AI, but I think to really have, do what they'done and built, I thought about like a bunch of researchers I could name but in terms of using AI to deliver a rea…”
Altman: OpenAI was founded on the insight that deep learning improves with scale
“Deep learning seemed to actually legitimately be working. And two, it got better with scale. We didn't know how predictably it got better with scale at the time, but it was clear that like bigger was better.”
Altman: OpenAI will surprise the world by solving its compute constraints
“By treating that as a whole system problem I am optimistic we will really surprise the world on the upside.”
Altman: Venture investing comes down to one or two decisions a decade
“One of the things that I loved about being an investor was that job is really a job about one or two decisions a year, or maybe one or two decisions a decade.”
Altman: Venture capital offers a great quality-of-life trade-off
“For a quality of life job, it's a great, great trade-off.”
Altman: AGI will be the most important thing I ever touch
“With no false humility, I'm just not an operator by nature. I'm happy to do it, because I, like, really love OpenAI, and I think AGI will be the most important thing I ever touch, but this is not my natural fit.”
Altman: Deploying ChatGPT was one of OpenAI's most important decisions ever
“In some sense, one of the most important decisions we ever made was this one. And that includes things like deploying ChatGPT into the world and getting the world to take advanced AI seriously, which we tried to talk about for a long time and didn't really wor…”
Altman: AI will meaningfully increase the rate of scientific progress
“And if AI can help people meaningfully increase the rate of scientific progress, which I believe it will, I think that will be a triumph.”
Altman: GPT-6 will be a general-purpose tool for scientific research
“And with GPT-VI, I think people will say, hey, this is like helping me as a general purpose tool in all these ways.”
Altman: ChatGPT's explosive growth offers no actionable growth lessons for startups
“And what we had with ChatGPT, I would be hesitant to say I've learned anything at all about growth. Like have a once in a generation technological revolution. It's not really like actionable advice.”
Altman: Securing compute and supply chain is OpenAI's biggest five-year challenge
“Doing the best research and the best productization of, like, the best innovation on that stuff over the next 12 months, and was it five years for the second there? Sufficient, like, supply chain and compute.”
Altman: Shadowing founders for a day reveals far more than pitches
“One thing that I would do before making a larger investment was ask if I could shadow the founder for a day or two. At the end of that, spending 12:14 hours a day just watching everything a founder does, I never had questions. I learned so much more doing that…”
Altman: Founders Over-Index on Investor Stage-Specificity
“I think people try to like index way too much for stage specificity”
Altman: User Dislike Is an Untreatable Startup Flaw
“A very bad word is a product that no one likes. That one I would stay away from. But when it feels like users are pulling the product out of the company, they're figuring out how to use it even though it's hard and broken because they just like it so much. Tha…”