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.

clear all ✕

why aren't all 277 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

Assertion Supported
Altman: Unreleased OpenAI Model Escaped Sandbox Using Zero-Days to Cheat Eval
“So we were evaluating one of our unreleased models and it was supposed to be working in a sandbox and It figured out that it could basically cheat on the test by chaining together multiple zero-day exploits to break out of the sandbox, get access to the intern…”
Sam Altman Jul 28, 2026 ▶ 14:32 Sam Altman on AGI, Compute, and Human Agency · Invest Like The Best
Assertion Supported
Modern closed-loop AI data centers use water like office buildings
“Years ago, we were evaporating water to cool these systems. They needed tremendous amounts of water, and now we use these closed-loop systems, and a modern data center uses only as much water as like an office building would for, you know, the kitchen, the bat…”
Sam Altman Jul 28, 2026 ▶ 8:52 Sam Altman on AGI, Compute, and Human Agency · Invest Like The Best
Assertion Supported
Baker: Anthropic Added $11 Billion ARR in One Month
“And what I just mean by that is in Anthropik, they added eleven billion dollars of AR. And what is astonishing to me about this is that The SaaS and cloud revolution it created, we'll call it between five and 10 trillion dollars of value. And I would say argua…”
Gavin Baker May 20, 2026 ▶ 2:17 Watts, Wafers, and the Future of AI Infra | Gavin Baker · Invest Like The Best
Assertion Supported
Kushner: US government was unprepared for COVID-19, CDC made testing errors
“We were faced at a situation where the government was just very unprepared for what was occurring, and there'd been a lot of mistakes done by the CDC with the testing”
Jared Kushner Dec 20, 2024 ▶ 1:07:36 Jared Kushner - The Mechanic · Invest Like The Best
Assertion Supported
Kushner: Qatar Funded and Hosted Hamas at US and Israeli Request
“And then the other criticism is that they were helping fund Hamas and they have the office there. But the reality is, is that that was always done at the request of the US government and the Israelis were working hand in hand with them in order to work that th…”
Jared Kushner Dec 20, 2024 ▶ 1:50:27 Jared Kushner - The Mechanic · Invest Like The Best
Assertion Supported
Movva: Non-NVIDIA chips beat NVIDIA on FLOPS per dollar
“And so there are other chips that definitely rank higher than NVIDIA on flops per dollar. But they may not have as much interconnect”
Neil Movva Aug 25, 2026 ▶ 23:09 Ex-NVIDIA Engineer: Why AI Is About to Get 1000x Cheaper
Assertion Supported
Vishria: Cerebras attempted a 2024 IPO at a much lower valuation
“Take the Cerebrus example as a good one, which is, like, we took it public this time in May, but, like, we tried to take it public in twenty-twenty-four, and it would have been taken public at a much, much lower valuation, and like, you know, it would have bee…”
Eric Vishria Aug 11, 2026 ▶ 1:04:27 Everyone Is Still Undersizing the AI Market | Eric Vishria · Invest Like The Best
Assertion Supported
Wachen: Over $1B in AI Compute Revenue Generated Every Day
“Every day there's over a billion dollars of revenue in this category, and a lot of it's inference.”
Rob Wachen Jun 30, 2026 ▶ 38:06 The Two Harvard Dropouts Who raised $800M to take on NVIDIA · Invest Like The Best
Assertion Supported
Rao: Anthropic grew run-rate revenue from $9B to over $30B in four months
“We started the year with about nine billion dollars of run rate revenue, and we ended the quarter with, you know, north of thirty billion dollars of run rate revenue.”
Krishna Rao May 13, 2026 ▶ 14:24 Inside Anthropic's $100 Billion Al Compute Commitment | CFO Krishna Rao · Invest Like The Best
Assertion Supported
Patel: AI can currently automate roughly 3% of BLS tasks
“The BLS has this entire Bureau of Labor Statistics has this entire, like, set of, like, 2000 tasks, And so he did that with AI, which ones can be done by AI, which ones cannot and grading them across a rubric, you know, about three percent are doable now with …”
Dylan Patel Apr 23, 2026 ▶ 4:06 The Supply and Demand of AI Tokens | Dylan Patel Interview · Invest Like The Best
Assertion Supported
Levine: Physical Intelligence achieved robot dexterity without specialized techniques
“What was surprising is that we could also get these systems to perform very dexterous behaviors without really doing anything particularly special for that.”
Sergey Levine Mar 31, 2026 ▶ 23:33 World's Top Researcher on AI, LLMs, and Robot Intelligence · Invest Like The Best
Assertion Supported
Levine: Models generalize across robot embodiments without architecture changes
“Where we could get our models to work on all sorts of other robots, including robots with multi-fingered hands robots with different numbers of degrees of freedom, and obviously we needed to get data, and we needed to fine-tune the model, but the model itself …”
Sergey Levine Mar 31, 2026 ▶ 23:46 World's Top Researcher on AI, LLMs, and Robot Intelligence · Invest Like The Best
Assertion Supported
Sankar: Palantir had to sue the US Army to compete
“You know, we had to sue the army to compete at some point.”
Sham Sankar Mar 10, 2026 ▶ 9:31 How AI Is Changing Warfare | Palantir CTO · Invest Like The Best
Assertion Supported
Solar power purchase agreement costs are up over 50% since 2020 lows
“Meanwhile, you know, the cost of a PPA, a power purchase agreement, for solar is well off the lows. What kind of lows happened around twenty-twenty, and it's the cost, again, of delivered electrons from solar is, you know, probably 50% plus more expensive than…”
John Arnold Mar 4, 2026 ▶ 48:12 The World's Greatest Energy Trader on Markets, China, and AI · Invest Like The Best
Assertion Supported
Classroom technology adoption increased over 20 years while outcomes declined
“We've adopted more and more technology in the classroom over that 20 years, and outcomes have gone down.”
John Arnold Mar 4, 2026 ▶ 1:09:57 The World's Greatest Energy Trader on Markets, China, and AI · Invest Like The Best
Assertion Supported
Skin substitute manufacturers exploit a six-month federal reimbursement price loophole
“Right now, one of the big things is skin substitutes. So if you get a burn, you need some type of new skin on there's regs about how those get reimbursed and You know, the first six months whenever a product is released, they are, there's not history of to h…”
John Arnold Mar 4, 2026 ▶ 1:14:05 The World's Greatest Energy Trader on Markets, China, and AI · Invest Like The Best
Assertion Supported
Behring: Bulk of 3G's RBI returns came from growth, not cost-cutting
“If you look at the amount of money we've made at RBI, and then you try to decompose that. Okay. How much Of it was because we did zero base budget successfully in a couple of instances. And how much of it is because we grew the businesses originally, we had 12…”
Alex Behring Feb 10, 2026 ▶ 1:14:24 The Secretive PE Firm Behind Burger King, Tim Hortons, Skechers and Hunter Douglas (3G Capital) · Invest Like The Best
Assertion Supported
Anthropic is growing faster and burning dramatically less cash than OpenAI
“Anthropic is a good company. You know, they're burning dramatically less cash Then open AI and growing faster.”
Gavin Baker Dec 9, 2025 ▶ 50:39 GPUs, TPUs, & The Economics of AI Explained | Gavin Baker Interview · Invest Like The Best
Assertion Supported
George: Waymo surpassed Lyft in San Francisco Bay Area market share
“There are something like 50,000 Lyft drivers in the San Francisco Bay Area and Waymo overtook them in market share.”
David George Dec 2, 2025 ▶ 15:57 How a16z Growth Invests · Invest Like The Best
Assertion Supported
Dan Wang: Chinese researchers produce an increasing share of top-cited science papers
“By most metrics that we can identify, Chinese scientists are producing better qualities of work, not just quantity. If we take a look at some of the most, the top one percent cited scientific papers, Chinese researchers are producing an increasing share of man…”
Dan Wang Oct 16, 2025 ▶ 13:02 China vs America: The Battle for Global Dominance Explained | Dan Wang interview · Invest Like The Best
Assertion Supported
Wang: Majority of Disclosed Meta AI Lab Hires Attended Chinese Universities
“And at least from what we can tell in some of the publicly listed hires for Meta's super intelligence lab a substantial number of these really elite. I think there are 11 engineers who are publicly disclosed. Something like seven of them had gone to Chinese un…”
Dan Wang Oct 16, 2025 ▶ 1:15:37 China vs America: The Battle for Global Dominance Explained | Dan Wang interview · Invest Like The Best
Assertion Supported
Patel: Human-Level Engineering AI Represents $2 Trillion in Value
“If I could have an intelligence as smart as a Google senior engineer, that's two trillion dollars of software value, right? Because that's how much I pay, the world pays to software engineers today.”
Dylan Patel Sep 30, 2025 ▶ 1:11:13 Inside the Trillion-Dollar AI Buildout | Dylan Patel Interview · Invest Like The Best
Assertion Supported
Patel: ERCOT and PJM are instituting rules to cut data center power
“So this has happened in Texas, ERCOT, and it's happening in PJM which is the main, you know, the sort of northeast kind of area-ish. These two grids are putting these, like, rules where, hey, we're gonna actually say, hey, big loads, we can tell you, 24 hours …”
Dylan Patel Sep 30, 2025 ▶ 1:27:59 Inside the Trillion-Dollar AI Buildout | Dylan Patel Interview · Invest Like The Best
Assertion Supported
Patel: ByteDance Is Second or Third Largest GPU User Globally
“They have ByteDance, who's, I think, the third largest user of GPUs in the world after OpenAI, and You know, probably Meta, although ByteDance may be bigger than Meta, the third largest user of GPUs in the world, or second maybe, even ByteDance is.”
Dylan Patel Sep 30, 2025 ▶ 1:35:16 Inside the Trillion-Dollar AI Buildout | Dylan Patel Interview · Invest Like The Best
Assertion Supported
Patel: Blackwell manufacturing challenges slowed AI data center deployments
“Nvidia created Blackwell, they had a ton of manufacturing problems and challenges with it for their supply chain balance sheets went up for, you know, various companies in the supply chain are building servers and stuff, because they're trying to figure it out…”
Dylan Patel Sep 30, 2025 ▶ 1:45:05 Inside the Trillion-Dollar AI Buildout | Dylan Patel Interview · Invest Like The Best
Assertion Supported
Bertolini: 20% of Aetna's lowest-paid employee families relied on food stamps
“I want to know who these people are. I want to know what their life's like, how much they make, and it was about 12 bucks an hour, and they were, 81% were women, 20% of the kids were on foods, the families were on food stamps, 25% of the kids were on Medicaid …”
Mark Bertolini Aug 19, 2025 ▶ 55:37 The CEO Who Cheated Death, Slept an Hour a Night, and Built a Healthcare Empire · Invest Like The Best
Assertion Supported
Becker: TSA mandated physical escorting and heavy ID rechecks for Clear
“They put in some physical escorting policies so that a clear employee who verified you had a stand with you, which created all sorts of challenges. All of your team members are standing in line. Also, they wanted to recheck At a extremely high level identity d…”
Caryn Seidman Becker Jul 8, 2025 ▶ 28:33 Clear's Turnaround from Bankruptcy to IPO with CEO Caryn Seidman Becker · Invest Like The Best
Assertion Supported
Gurley: IPO underpricing and fees create a 33% cost of capital
“I had my friend Jay Ritter rerun the data. Is there, you know, up like 25, 26% underpricing. You add in the seven percent fee, and you're like a 33% cost of capital.”
Bill Gurley Jun 10, 2025 ▶ 30:10 The Gift and The Curse of Staying Private with Bill Gurley · Invest Like The Best
Assertion Supported
Gurley: Capital-intensive hard tech historically yields poor venture returns
“You could study it like mathematically and it hasn't been a great place for returns. And you could look at, you know, there was a massive amount of venture capital put into solar. 1520 years ago, and it didn't work.”
Bill Gurley Jun 10, 2025 ▶ 1:06:21 The Gift and The Curse of Staying Private with Bill Gurley · Invest Like The Best
Assertion Supported
Spotify paid out 70% of revenue and remained unprofitable for 15 years
“This year, Is sort of the first year of profitability for Spotify since its founding. People say that, you know, there's a lot of talk about Spotify sharing enough of the revenue. You know, we share about 70%, but the truth is the other 30% we haven't kept. We…”
Gustav Söderström May 20, 2025 ▶ 1:01:38 Spotify’s Journey To Profitability · Invest Like The Best
Assertion Supported
Sosin: Every competitor attempting to copy Carvana's vertically integrated model failed
“Everyone who's tried to build this business besides Carvana has failed, and that's why It's taken Carvana, you know, over 10 years and ten billion dollars to get, you know, where it is.”
Cliff Sosin Apr 29, 2025 ▶ 50:45 Investor Details Carvana's Wild Ride From -99% To Market Leader | Cliff Sosin Interview · Invest Like The Best
Assertion Supported
Blackstone's $450B Credit Fund Gets First Call Over Wall Street Banks
“Easy to look at it now. They have a four hundred fifty billion dollar credit fund. I was having dinner with the heads of one of the banks in New York, and we were talking about Blackstone and I, and Steve in particular, and I said, would you have ever thought …”
Michael Ovitz Apr 8, 2025 ▶ 43:27 Michael Ovitz - Turning Potential Into Prominence · Invest Like The Best
Assertion Supported
Nvidia's Peak FLOPs Are Impossible to Hit Due to Power Throttling
“That operation runs at, you know, 70, 80% of peak utilization, and it's limited not by software, but by power. The way NVIDIA quotes peak flops is a little optimistic. You never hit that because of power throttling”
Neil Movva Aug 25, 2026 ▶ 43:09 Ex-NVIDIA Engineer: Why AI Is About to Get 1000x Cheaper
Assertion Supported
Movva: Meta and OpenAI purchases have consumed AMD's chip supply
“I think publicly, Meta and OpenAI have bought a ton of AMD chips, and so, we're increasingly seeing that all the AMD supply is also being allocated.”
Neil Movva Aug 25, 2026 ▶ 47:06 Ex-NVIDIA Engineer: Why AI Is About to Get 1000x Cheaper
Assertion Supported
Thompson: Tech giants blew through debt markets in a year for AI
“Then, like, the speed with which the tech companies blew through the debt markets is kind of incredible. Like, it took, like, a year, and now Google's issuing equity.”
Ben Thompson Aug 18, 2026 ▶ 8:39 What Happens When the AI Boom Runs Out of Money · Invest Like The Best
Assertion Supported
Thompson: Google agreed to sell about 20% of its TPUs to Anthropic
“Google already made a deal to sell, like, 20% of their TPUs to Anthropic.”
Ben Thompson Aug 18, 2026 ▶ 1:18:20 What Happens When the AI Boom Runs Out of Money · Invest Like The Best
Assertion Supported
Baker: Only hyperscalers, CoreWeave, Crusoe, and SpaceX added 500MW in a year
“To this day, the only companies that have brought on more than 500 megawatts of power, In a year, are the hyperscalers, CoreWeave, Crusoe, and SpaceX.”
Gavin Baker Aug 4, 2026 ▶ 1:13:40 Why the Markets Are Pricing AI Wrong | Gavin Baker · Invest Like The Best
Assertion Supported
Altman: Frontier AI models still cannot learn continuously as they operate
“The model also, although brilliant, is still not learning continuously as it goes. And that feels to me like, maybe not a hard requirement for AGI, but certainly something that I'd like.”
Sam Altman Jul 28, 2026 ▶ 19:33 Sam Altman on AGI, Compute, and Human Agency · Invest Like The Best
Assertion Supported
Kim: Very few limited partners are compensated on fund returns
“The dirty secret to the relationship is that very few, some do, very few limited partners are actually Compensated on the returns that the general partner makes.”
John Kim Jul 14, 2026 ▶ 8:07 How to Raise a Few Billion Dollars · Invest Like The Best
Assertion Supported
Wachen: Existing GPUs and TPUs are retrofitted pre-ChatGPT hardware
“Every GPU, every TPU, every AI chip that was serving these models were just, like, fundamentally built before this and are retrofit to serve these modern models.”
Rob Wachen Jun 30, 2026 ▶ 21:10 The Two Harvard Dropouts Who raised $800M to take on NVIDIA · Invest Like The Best
Assertion Supported
Wachen: Etched first-gen chip avoided Rubin supply chain by using 4nm
“And that's why actually for our first gen product, we built it on a different supply chain than the Rubens. So, you know, we're on four nanometer Rubens on three nanometer, you know, we're on a different HPM than Rubens and so forth.”
Rob Wachen Jun 30, 2026 ▶ 1:18:35 The Two Harvard Dropouts Who raised $800M to take on NVIDIA · Invest Like The Best
Assertion Supported
Sacerdote: Anthropic has 14 to 15 million daily active users
“Anthropic has something like 14 or fifteen million DAUs.”
Alex Sacerdote Jun 9, 2026 ▶ 10:47 Why the AI Boom Is Just Getting Started · Invest Like The Best
Assertion Supported
Sacerdote: Celestica holds 50% to 60% of cloud Ethernet switch market
“And they have, like, 50, 60% share of the cloud ethernet switch market, which is a crucial market for AI, because AI is incredibly network intensive.”
Alex Sacerdote Jun 9, 2026 ▶ 53:19 Why the AI Boom Is Just Getting Started · Invest Like The Best
Assertion Supported
Baker: Semi-cap equipment trades at 40x earnings vs DRAM at single digits
“You have semi-cap equipment companies trading at 40 times next quarter's annualized earnings, and DRAM companies trading at mid-single digit.”
Gavin Baker May 20, 2026 ▶ 1:02:55 Watts, Wafers, and the Future of AI Infra | Gavin Baker · Invest Like The Best
Assertion Supported
Paul Tudor Jones: US stock market capitalization is at 252% of GDP
“When I say leveraged, we're 252% of stock market cap of GDP. So, in 1929, we were, I think at the top, we were 65%, and then in 87, we got to about 85 or 90%. In 2000, We got to a 170%, and now we're at two 52”
Paul Tudor Jones Apr 28, 2026 ▶ 40:29 Legendary Trader Paul Tudor Jones on AI Risk, Bubbles and Buffett · Invest Like The Best
Assertion Supported
Patel: OpenAI is procuring Trainium AI chips from Amazon
“Now they're getting Tranium as well from Amazon.”
Dylan Patel Apr 23, 2026 ▶ 27:16 The Supply and Demand of AI Tokens | Dylan Patel Interview · Invest Like The Best
Assertion Supported
Patel: Next-Generation AI Racks Require 120 FPGAs per Rack
“There's a project we did on FPGAs, and it turns out there's a 120 FPGAs per, per next generation rack.”
Dylan Patel Apr 23, 2026 ▶ 37:22 The Supply and Demand of AI Tokens | Dylan Patel Interview · Invest Like The Best
Assertion Supported
Carnell: Novo Nordisk data shows GLP-1s cut cardiovascular risk over 20%
“We've got compelling data right now, ah, out of Novo Nordisk over the last year that basically shows that by taking GLP-I medicines, there is a, you know, north of 20% reduction in our risk of having a heart attack or a stroke. And what I thought was pretty pr…”
Alex Carnell Apr 21, 2026 ▶ 31:04 GLP-1s, Peptides, and The Trillion-Dollar Health Revolution · Invest Like The Best
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