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 24 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
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: 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: 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…”
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 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: 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: 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: 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…”
Altman: Scaling 10x Requires Reinventing Operations, Not Repeating Past Methods
“One of the things that just came to mind out of, like, a rolling list of a hundred is how hard it is, or how much active work it takes to get the company to focus not on how you grow the next 10%, but the next 10 X. And growing the next 10%, it's the same thin…”
Altman: Deep Belief in Deep Learning Pays Off Despite Major Setbacks
“There is something about betting on deep learning that feels like being on the side of the angels, and you kind of just, it eventually seems to work out, even though you hit some big stumbling blocks along the way, and so like a deep belief in that has been go…”
Altman: Leaders should consult specialized expert networks over single advisors
“No I think the wrong way to do that is to have one person you lean on for everything, and the right way to, at least for me, the right way to do it is to have, like, 15 or 20 people, each of which you have come to believe has good instincts and good context in…”
Altman: Comparing AI to past tech revolutions is a bad habit
“Everybody likes to use previous examples of a technology revolution to talk about, to put a new one into more familiar context, and A, I think that's a bad habit on the whole, and, but I understand why people do it, and B, I think the ones people pick for Anal…”
Altman: Great leadership requires conviction in non-consensus ideas
“I think one of the things that is in short supply in Silicon Valley these days, and certainly required of great leaders, is Conviction around ideas that are right, but not consensus, and the willingness to sort of keep doing the thing that you believe will wor…”
Sam Altman: Most people fail to comprehend exponential growth
“I've learned that most people are very bad at thinking and understanding exponential growth, so it's easy to look at something and say, well, this just isn't going to be that big”
Altman: Great founders maintain extreme alertness and never get comfortable
“There is just this, I'd say, extreme alertness concern that really good founders have, where they never get too comfortable, even when things are going really well. And they're always aware that they're sort of only as good as their next decision.”
Altman: Capital Crowding Forces Investors into Undiscovered Sectors for Alpha
“After you do something for a while and it starts to work, that area gets so flooded with other people trying to do the same thing that you've got to continually push into new areas to find these sort of undiscovered returns.”