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 3,713 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 120 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
Randle: Model commoditization will not kill OpenAI because users love ChatGPT
“I don't think it's like a death knell for them because, you know, it's like, again, like most of the users of ChatGPT would use ChatGPT whether or not it was a GPT model in there or not. Like they like the product.”
Randle: Frontier labs will lose premium margins if AI capabilities plateau
“If we do end up, you know, at some point topping out on capabilities sometime in the next few years, and distillation continues I think it's much harder to garner a premium margin if you're a frontier model company, it becomes much harder.”
Armstrong: 80% of Crypto Trading Volume Moved Offshore
“Like most people don't know that 80% of the trading volume went offshore for crypto because of the lack of clarity in the US.”
Armstrong: Coinbase Wins Approvals to Unify US and International Order Books
“And we've just finally gotten some approvals where we can now Get our international customers and our US customers on the same order book and liquidity is a network effect.”
Armstrong: In 5-10 Years Everyday Financial Services Will Run on Crypto Rails
“I think in five or 10 years, people are going to be using financial services. A lot of it will be running on crypto rails. They won't even really know or care about crypto itself. They just like, oh, this is a cheaper way to send money abroad to my family, or …”
Armstrong: Replace accredited investor wealth rules with financial literacy tests
“The accredited investor laws really need to get updated in this country. So for people who don't know what that is, you know, to trade in buy, invest in private companies, you have to become an accredited investor, which basically means you have a certain net …”
Armstrong: Top AI-enabled engineers at Coinbase ship 100 pull requests weekly
“If the average developer is shipping maybe like eight pull requests a week, the top few engineers are doing like a hundred pull requests a week.”
Armstrong: Coinbase team pods shrunk from 10 people to 1 to 4
“Traditionally, in tech companies, you'd have, like, a team of a pod of 10, right? There'd be, like, one product manager, one designer, eight engineers, something like that, and we're now seeing these teams that are, like, two to four people. In some cases, we'…”
Armstrong: Coinbase operates equivalent of 1,200 full-time AI agents internally
“There's actually about 1200 full-time agents working at Coinbase now. Yeah, we, it's, we try to basically estimate it because, you know, you can spin up an agent for five minutes and shut it down, but if you look at it as, How much time AI agents are working c…”
Armstrong: Engineers should update AI context repos rather than edit imperfect PRs
“And you have to, it's like a shift in mindset where, you know, let's say that it creates a draft pull request for some new feature, and it's not quite perfect. Your instinct typically would be to go in there and actually edit the pull request to make it better…”
Armstrong: Coinbase runs crypto's largest institutional business without close rivals
“We also run the largest institutional business in crypto. I actually don't think there's like a close competitor for that, at least not One that comes to mind.”
Armstrong: AI Agents Will Use Base Wallets to Form an Agentic Economy
“We're also going to see AI agents have their own financial accounts, and we're powering that with the base, like, MCP API so they can have their own self-custodial wallet now and start to have a true agentic economy, paying for goods and services, hiring other…”
Unsure founders have definitely not achieved true product-market fit
“When it really is it, you just know, but when it's not quite it, you walk around unsure if it's it. And if you're asking like, is this it? Could it be it? It's definitely not it.”
AI is not a new consumer platform like web or mobile
“AI itself isn't a new platform. So when you think about new platforms like that used to be new mobile game councils, but you know, the web and the web in a browser was a new platform and mobile was a new platform. We all move into a place of discovery where we…”
Pincus: Active CEOs Lecturing on Culture Signals a 'Fake CEO'
“When I hear people giving talks about culture, especially when they're currently a CEO, my fake CEO meter goes up, my alarm bells go off, because I'm like, okay, if you're out lecturing about culture to people, I kind of doubt that you're actually doing things…”
Pincus: Multi-trillion tech companies will reach $10T to $20T valuations
“I think these two to five trillion dollar companies are going to be 10 to 20 trillion dollar companies or more.”
Slotowicz: Current tech wealth wave is probably largest in human history
“And we're seeing, like, not just an insane wealth creation moment, probably the largest we've seen in the history of humankind, but we're also seeing a shift in how people spend their wealth and their priorities, and also the type of wealth that they are gener…”
Slotowicz: High-end private jets are appreciating in value for the first time
“These airplanes, you know, airplanes are equipment, right? They don't go up in value normally, but we're seeing them go up in value for the first time almost ever, especially in the higher end of the market.”
Slotowicz: Aircraft OEMs Prioritize New Deliveries Over Existing Fleet Support
“These manufacturers are trying to build As many airplanes they can as quickly as possible. And their priority is the newer airplanes that they can sell to brand new customers. Right? So their priority is not supporting the existing fleet. It's more on deliveri…”
Slotowicz: FBO event landing slots can cost $20,000 to $40,000
“I mean, of course there's Superbowl and there's like all those, and sometimes those can get ridiculous. They could be in the twenties or thirties or 40,000 dollars just for a short slot to drop off or pick up.”
Pereyra: Client conflict rules mean law firms need multiple AI providers
“Most of these law firms and enterprises Can't rely on a single lab provider. So like there's a big risk if you're a law firm that if you just use Anthropic or you just use OpenAI you run into conflict risk. So imagine you're using only Anthropics models as a l…”
Pereyra: AI Pricing Will Likely Return to Subscription Models From Tokens
“Buying off tokens is insanely complicated. It'll probably at some point go back to something like subscription because it's hard to like forecast these things.”
Pereyra: Token billing will spawn an optimization ecosystem to counter model incentives
“I think you're going to start seeing things like this for token billing, where there's going to become this whole ecosystem of like, how do you optimize around this? Because you kind of have these weird misaligned incentives from the model providers, right? Be…”
Weinberg: Lawyers cannot distinguish synthetic legal docs from human-written ones
“But the thing that happened with like the last generation of coding models is you can actually take sets of documents and create synthetic docs that are so good that the lawyers can't tell the difference between whether they're created, you know, by an actual …”
Weinberg: Every single company will sell intelligence as its core business
“I think every single company is going to sell intelligence. Like that is going to be the core of the company.”
Facebook's early secondary policy inadvertently caused employees to quit to sell stock
“Facebook got big, and it turned out that the company kind of couldn't buy all their shares that were, that people were selling, because the dollar amount just got so big, and the volume got so high, and they basically started telling people, like, if you sell …”
Singerman never read a financial report during his venture capital career
“I didn't read a financial report ever. I still don't know how to read financial reports, right? The one time I ever had to do a spreadsheet, my wife had to do it for me, right?”
Singerman argues wealth taxes hurt the middle class more than billionaires
“This is going to impact the middle class way more than it's going to affect mobile billionaires.”
Singerman claims a 12-year 3x venture fund loses to Vanguard
“A venture fund, like, three X's over the course of, like, 10 to 12 years, I don't even think that that beats the S&P. I'm pretty sure it, like, loses to a Vanguard no-load index fund.”
Singerman argues arts education is more important than math programs today
“Like, I would almost say that, like, having an awesome music department or an awesome art department is even more important than Having an awesome math program right now.”
Mueller predicts Deneb will be the highest-performing hydrocarbon engine ever
“This engine will probably be the highest performing hydrocarbon engine ever flown because it's, it has a very high area ratio.”
Mueller predicts global compute infrastructure will eventually move to space
“Compute will need to move to space at some point.”
Mueller argues the Moon is more important than Mars near-term
“I think the moon is more important than Mars in the near term, and I think the same thing I was talking about earlier, using the resources of space to offload the crush of resource on Earth.”
Romo: Commercial LEO space tug market is dead on arrival
“So when you stack those things together, you know, dubious economics, small market, and bad working capital dynamics, it just didn't really pencil. So here we are, we just launched this first Mira, and we thought that had this commercial market, we kind of rea…”
Romo: Mira's true market fit is a Space Force fighter jet, not a space tug
“The practical reality is that the product market fit for MIRA, for a high thrust, high Delta V space vehicle, Is it's closer to a fighter jet than a tugboat. This is a thing that the, what Space Force wants to do with this is move really fast at some foreign a…”
Romo: Moving fast in hardware requires insourcing component development
“If you want to move quickly, you absolutely must insource a lot of the development. You must build your own components. You must take as much internally as you can”
Feig: AI agents cannot be trusted without hard data-leak guardrails
“We don't trust agents. We say, Hey, we can try to set rules, but there needs to be hard guardrails and blocks for things like sensitive data being sent across.”
Ding: Software companies must go headless to compete for agent traffic
“I think you have to, because I think a lot of times not for all software, but for some software, like you're not going to have time to make a decision for what vendors you use.
[1925] Shensi Ding: We notice this with packages a lot, also in cloud code, scarily…”
Ding: Enterprise SaaS sales are harder because building in-house is cheap
“I mean, I think enterprise sales for these large companies is much harder because the time to build the same exact product in house is just significantly lower. There's also just less leverage. Like when you're doing a negotiation against the customer for why …”
Feig: AI Startups Raising at 100x–1,000x Multiples Will Face Failure and Layoffs
“We know specifically, like we know the numbers, we know sales figures for some of these companies raising at Hundreds of millions to billions, and again, we're looking at thousand x to, you know, hundred to thousand x multipliers, like, a lot of these companie…”
Reses: Jack Dorsey is never wrong on product ideas, only timing
“And so sometimes he's wrong on timing, But he's never wrong about the idea, and so following his instincts is a great way to follow what to expect in consumer products.”
Tandon: AI token costs reduced software margins to service-level margins
“One of the challenges is that these token businesses have essentially turned a lot of software businesses to service level margin, and if you play the game the same way you did two years ago, you can blow up and you can burn a lot of cash in the process”
Tandon: Healthcare LLMs will improve outcomes enough to lower malpractice premiums
“That yes, occasionally you have, like, weird performance, but on the averages, and like in the 99% of cases, it improves outcomes so much that the malpractice implications are actually very net positive, and I think because of that, you will, you should see a …”
Tandon: General Catalyst bought Summa Health as it faced impending bankruptcy
“And part of that means going to Akron, Ohio, buying a system that was on track to go bankrupt in, in the next couple of years and transforming it with AI.”
Tandon: Startup acquired blood samples through friends with hospital security guards
“Our residual blood sample partnership with this health system was actually nothing more than Deepika being friends with the security guard and the front desk lady. And so we had accumulated hundreds of samples, and they were, you know, anonymized, and, you kno…”
Tandon: AI agents will execute end-to-end EMR tasks autonomously this year
“And this year you're going to see agents where you give it a task in an EMR and it just goes and does all the work and dollars show up at the other end of it.”
Rangwalla: Individuals will run hundreds to thousands of AI agents within two years
“If you or me in, in a year or two, we're gonna have a claw that's running hundreds of agents at all time. I'm gonna have a similar impact at work. I'm gonna have hundreds, maybe thousands of agents running at all time.”
Rangwalla: Individual semiconductor footprints will expand 10x due to AI agents
“Your footprint, you're like a semiconductor or technology footprint as an individual is about to expand by like 10 X because you used to have a couple of devices. Maybe you're someone has an iPad too. So you have X a little more, but like three or four devices…”