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 37,600 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 974 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
Stebbings: Sam Altman and Dario Amodei will successfully lobby for AI restrictions
“I just think Sam Altman is someone who I would never, ever bet against, and I think he's the best politician in the world, and I think when he says something, he says it with intent, and when he says we should give five percent away to the administration, he's…”
Angelopoulos: Fake AI applicants passed Arena's live technical engineering interviews
“They come in, they're like, hey, I want to be an infrastructure engineer at Arena, which is a great job that we're hiring for you. But then the other side of it is some guy that looks perfectly normal. They're getting, you know, they're passing all of our tech…”
Angelopoulos: Silicon Valley investors are "total bitches" about revenue concentration
“The first is that I think that Silicon Valley investors have become total bitches with respect to revenue concentration. It's like, what the, what are you talking about? Like TSMC has revenue concentration. There's businesses that are like many hundreds of bil…”
Angelopoulos: Open-source AI pressure could cause insolvency for leading frontier labs
“And I think that the reason to be worried is because if the open source ecosystem somehow makes the cost saving opportunity for businesses much more salient and therefore decreases the revenue of companies like OpenAI and Anthropic within the enterprise, that …”
Lemkin: Open-source AI models will bypass Nvidia's CUDA platform
“He's got to go frontier and open and open is dangerous. Open doesn't need CUDA. Open is cheaper and it's lower margins. Open will bypass him, but he's got it.”
O'Driscoll: Anthropic is pushing policies to de facto ban open-weight models
“While they're not saying they want to ban these things, they're advocating a series of steps that would add up to de facto banning or at least slowing them down.”
O'Driscoll: OpenAI is lobbying in Washington for AI regulation alongside Anthropic
“They're signing this publicly while at the same time lobbying in Washington right alongside Anthropic for a regulatory process.”
O'Driscoll: Restricting Western AI Cyber Capabilities Drives Reliance on Chinese Models
“Taking away advanced capabilities from U.S. And European corporations such that their only recourse is to use a Chinese open weights model seems a little like, you know, Jason said it right, shutting the barn door after the horse is bolted.”
Lemkin: AI agent unpredictability will strengthen US bans on foreign open weights
“I think these models are very risky. I use them every day. I love it. And I think it's an argument to keep the open weight out of the US. It's gonna favor the ban because we can't, we have no idea what these models are gonna do.”
Lemkin: First signatories of Jensen Huang's open-weights letter are AI losers
“And if you look at who signed first, it's the folks losing. The winners didn't sign. The losers signed.”
O'Driscoll: Open-weights models do not have open-source software's security benefits
“The reality is when you're getting open weights, you're not getting, it's not the same thing because all you get is the fixed weights that allow you to run the model. What you don't know is the black box inside those weights and how they work.”
Lemkin: Every company will suffer an LLM agent breach within 24 months
“I believe that every company in the next 24 months will have a security breach due to an LLM agent. Every single company.”
Open-source models will not displace top foundation models like Anthropic
“I think the foundation models, let's say specifically Anthropic, have such special models. This can be hard for somebody to just kind of say, I've used open source with my data. It's going to be functional and positive for some amount of what you're doing, but…”
Small stakes in massive outliers beat high ownership in mid-sized exits
“You have to be in the big outliers to drive great returns, and you're better off being in them at a very small percent than owning a large percent of a company that exits for three to 500. Those just aren't going to move the needle.”
Series A is the worst stage due to 200x ARR valuations
“I think Series A is the worst place to be today, and my partners always hate me for this, because all Series A founders are like, great, we won't go and see them but it's the worst place to be. You have, like, one to three million in revenue, and you're at 200…”
Sub-$100M boutique seed funds will be the worst-performing VC category
“I think one of the worst performing groups in terms of venture in this vintage will actually be the small boutique seed funds, which is what every single LP that you speak to today, Matt, wants. Every LP. This is the funniest thing. Every LP wants San Francisc…”
Nitski: Forward-deployed AI services are only a short-term enterprise trend
“I think it's the future for the short term as the knowledge of how to use AI gets disseminated throughout industry. We have basically a concentration of a bunch of people in San Francisco who really know how to deploy agents, eval agents, Be AI first in engine…”
Nitski: Mercor adds millions of dollars in cash to bank weekly
“It doesn't annoy me, no, because the, you know, we end every week with millions more in the bank, right? So it's funny how you can have, I've been at other Companies where I've seen, you know, interesting financial engineering and accounting, and people can ha…”
O'Driscoll: AI infrastructure spend hits $900B while AI apps struggle past $50B
“Zooming out a million miles, you know, my mental model is, I divide the AI world up into three buckets. It's the making AI, the infrastructure layer, right? And you're right, the spend there is eight, nine hundred billion dollars a year. Then there's the two f…”
Lin Qiao: AI future will feature millions of specialized models, not AGI
“I really believe the future will not be a few small number of AGI models dominating the world. I really believe the future will be, it may be scary, but I think that's true, it will be millions of specialized models, one per application, per use case.”
Curative Headcount Will Shrink In Short Term Due To AI
“We're about 650 people now. In five years we'll probably be bigger. In the short term I think we're going to be quite a bit smaller.”
Lemkin: Almost every AI go-to-market startup buys illegitimate data sources
“Almost every GT AI agent GTM provider is buying data sources that they probably shouldn't be buying. Almost every startup that is doing GTM, they are buying, whether it's a cleanse Chinese data center, they are taking your, like, you can't be that good with da…”
O'Driscoll: Major Startup Breakthroughs Rely on Boundary Pushing Legalized Upon Success
“So many breakthroughs rely on a little bit of pushing the boundaries. I mean, Uber did with taxi regulation. Airbnb did with regulation. You're right. Polymarket did in terms of how they're regulated. So I'm actually going to get off my high horse and say you …”
Lemkin: Legacy pre-AI SaaS companies will die when their contracts renew
“I think when the renewals come, they all just die like Marketo. They're just all gonna die.”
Lemkin: Adobe's Marketo is in terminal decay and heading to zero revenue
“It is going to zero. It is, but it is one of the slowest decays you can get, right? Because moving off a marketing automation system in the enterprise is very slow, but it is without question going to zero. There are no net new logos and everyone hates it.”
Lemkin: Benchmark's flat partnership model is optimized for profit, not discipline
“This is one of these things we manufacture, like how wonderful it is. Benchmark has a flat partnership. I mean, who cares, right? It's not disciplined. It's optimized to make the most money.”
Lemkin: when a late $100M check can 10x, why did I bother getting in early
“And when everything can exit north of twenty billion, you know, it's I, even me, like I have an investment with a hundred million dollar position that took me years and years and years to get to right now. And then just watching a growth round where someone co…”
Abrahami: Developers will never vibe-code platforms as complex as Shopify
“You're not going to vibe code Shopify, no matter how good you are. The business stack is too hard.”
Abrahami: LLMs will not replace white-collar jobs because they lack reasoning
“I would not be That concern with LLM is replacing every kind of a white color jobs. That's not going to happen. It's not that smart. You keep making silly mistakes. It's not very good. Actually, it's not very good at reasoning. It's very good at collecting dat…”
Jain: Standalone AI model business is not as lucrative as expected
“I think the model business, you know, on its own is, is actually probably not as lucrative as everybody believes, but these companies now have a lot more things.”
Jain: AI cannot fully replace a single job role today
“I think it's a wrong goal in my opinion to say that, hey, like replace yourself with AI. First of all, I think you're giving too much credit to AI in, you know, when you say that. It's just not ready right now. There's, you give me a name of one job that you c…”
Jain: AI-amplified companies producing 10x output will beat those shrinking headcount
“If you were trying to do the same amount of work and you believe you can do it with fewer people and therefore you shrink your competition can also do the same, but they chose actually not to do the same amount of work. They chose to actually, you know, elevat…”
Jain: The world's greatest companies will not operate with only 100 employees
“And the, I don't think the world's greatest companies are going to be companies with a hundred people”
Jain: Exiting a startup is easier today than in the past 25 years
“I would say in, in the last 25 years that I've seen, I would say it's been, it's easier to build a startup And get a good exit from it these days than it used to be in the past.”
Stebbings: Wealthy founders and investors make superior, rational decisions
“I think better, I think founders are better and investors are better when they are already rich. If I'm being blunt, I think you make more rational, sound decisions that are not made with economic impatience.”
O'Driscoll: Microsoft and OpenAI Are in a Stale Marriage Looking for Divorce
“Microsoft owns 30% of OpenAI. If ownership stake resulted in besties, they'd be besties. They're not besties. They're in a stale marriage looking for a divorce, but can't quite pay, you know, pay the tax, right?”
Lemkin: OpenAI and Anthropic Lied About Books and YouTube Training Data
“Open AI, an anthropic, Kind of lied about the books, and they definitely lied about training on YouTube”
O'Driscoll: Meta and SpaceX rented compute after failing to build AI assets
“Two companies Have done the same thing, which is buy a load of compute to build proprietary assets, fail to build those assets, and then bring that, and then decide instead to sell that compute to others, and both of them have had a very positive market recept…”
O'Driscoll: Nvidia Has Tapped Out Cash-Rich Buyers And Must Subsidize Growth
“We've reached a point where the number of good customers who can pay cash and have a big balance sheet is tapping out. So you got to find more customers to keep the growth going. And to do that, you got to subsidize them.”
Lemkin: Microsoft's enterprise AI deployment strategy will fail
“I think this is going to fail because I don't think there is enough talent To do what we want to do in the enterprise. The idea makes sense to on a spreadsheet. It makes sense. Sad is smarter than me, but I, my today, my experience is it's going to fail with a…”
Lemkin: round-trip revenue is suddenly cool again, so everyone will do it everywhere
“I love it. Now that round trip revenue is like totally cool and not something you go to jail for, like, let's, let's do it every single place we can find it, right? Let's just do it. And I'm not saying there's anything literally wrong with it, but go for it, r…”
Stebbings: $50M to $100M seed funds get crushed in current market
“The worst place to be is a 50 to a hundred million dollar seed fund. You will get crushed by the large funds who are able to write large checks and lead rounds, but you're also not small enough to be collaborative. Very difficult middle ground to be in.”
Stebbings: VC firms need a $400M fund to lead Series A today
“You can't do Series A unless you have a four hundred million dollar fund today. Absolutely no chance.”
Mignano: Fred Wilson's key VC lesson is to never pass on price
“I asked him, what are a couple of the biggest lessons? And one of them was, never pass on price. So Fred says, never pass on price.”
O'Driscoll: Microsoft lacks compelling proprietary AI products beyond OpenAI stake
“So when you zoom out a million miles, Microsoft, which is in the software business, unlike Apple, and therefore can't afford to stay apart from the great AI wars, other than its equity ownership in open AI doesn't have anything compelling to bring to the table…”
Lemkin: Asana product feels terminal and fits roll-up target criteria
“This is easy for me to, I don't want to be too much of an armchair quarterback from a product that feels terminal, but it's probably a good one. I think it's a good candidate, right?”
Lemkin refuses to invest in Chamath's 8090 without full-time commitment
“So I, I'm out. If literally Chamath drops everything, but 80, 90, everything. And I see the sweat from his brow and I see all, and I see that cause the dude's fit and he's looking good. Right. He just had, A massive, the massive largest win of his career as an…”