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 23 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: 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: 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: 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…”
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: 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: 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: 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: 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: 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: Building full startups with no-code AI will take a while
“It'll get there for sure. I think the first step will be tools that make people who know how to code well more productive. But eventually I think we can offer really high quality no code tools, and already there's some out there that makes sense, but you can't…”
Altman expects rapid progress in image-based AI models
“Without spoiling anything, I would expect rapid progress in image. Based models.”