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 445 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 Partly supported
Baker: Behind-the-meter data center deals generally lower local electricity prices
“And the reality is, like, given the deals that are being cut now, when a data center goes in, electricity prices actually generally go down for everyone around there because of behind the meter deals.”
Gavin Baker Aug 4, 2026 ▶ 1:03:13 Why the Markets Are Pricing AI Wrong | Gavin Baker · Invest Like The Best
Assertion Contradicted
Altman: AI giants like LeCun told journalists OpenAI wouldn't work
“When we first announced OpenAI, all of these, like, you know, giants of the field, these experts were saying, this is like insane. It's hypey. It's irresponsible. Really respected people like Yann LeCun or whatever, telling journalists like, oh, these guys are…”
Sam Altman Jul 28, 2026 ▶ 42:45 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 Contradicted
Patel: Anthropic's ARR has surged to between $35B and $40B
“Anthropic has gone from nine billion revenue to what they're at, 35, forty billion. Now probably by the time this airs, 40, forty-five billion. Who knows? ARR.”
Dylan Patel Apr 23, 2026 ▶ 11:20 The Supply and Demand of AI Tokens | Dylan Patel Interview · Invest Like The Best
Prediction Held up
Patel: Large-scale protests against AI will occur within three months
“And this is just the beginning, so I think we'll see large-scale protests against AI in three months.”
Dylan Patel Apr 23, 2026 ▶ 42:59 The Supply and Demand of AI Tokens | Dylan Patel Interview · Invest Like The Best
Assertion Partly supported
The Federal Reserve moves money faster than crypto or stablecoins
“The Fed has a pretty good tech team. Like, their systems are actually pretty good. If you think about it, the U.S. Right now, through the Fed, has the capability to move money and to clear money through all these institutions, 24 seven. Faster than stablecoins…”
William Hockey Mar 17, 2026 ▶ 1:03:53 How to bet on yourself (without venture capital) · Invest Like The Best
Assertion Contradicted
Horowitz: Biden executive order required federal approval to sell GPUs
“The last Biden administration executive order said that you could not sell a GPU without federal government approval. Like, that was a real executive order, and that got reversed, but like, we were that close. To being basically out of the global chip game.”
Ben Horowitz Feb 3, 2026 ▶ 5:25 Why The Laws of Startup Physics Have Changed | Ben Horowitz Interview · Invest Like The Best
Assertion Partly supported
Top public GPU buyers have higher returns on capital than pre-AI
“And the ROI on AI has Empirically, factually, unambiguously been positive. Like, I just always find it strange that there's any debate about this, because the largest expenditures on GPUs are public companies. They report something called audited quarterly fin…”
Gavin Baker Dec 9, 2025 ▶ 25:46 GPUs, TPUs, & The Economics of AI Explained | Gavin Baker Interview · Invest Like The Best
Assertion Partly supported
Patel: Anthropic reached $7-8B in revenue at record-breaking pace
“Where you see Anthropic have gone from, like, what, like, a billion or less of revenue to seven to eight by, you know, already, and it's the fastest revenue ramp we've ever seen for anything of this capacity.”
Dylan Patel Sep 30, 2025 ▶ 10:47 Inside the Trillion-Dollar AI Buildout | Dylan Patel Interview · Invest Like The Best
Assertion Partly supported
Kushner: Biden eased sanctions, allowing Iran $150B in oil sales
“And then the Biden team was worried about the global oil prices. They stopped enforcing the sanctions. They've sold over a hundred fifty billion of oil, which has allowed them to refill their coffers.”
Jared Kushner Dec 20, 2024 ▶ 36:00 Jared Kushner - The Mechanic · 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 Partly supported
Mead notes Ukraine used drones to keep Russia out of the Black Sea
“They have kept the Russian Navy out of the Black Sea with drones.”
Walter Russell Mead Sep 8, 2026 ▶ 1:00:07 Why the World Order Is Collapsing and American Power Is Rising
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 Partly supported
Vishria: Fireworks achieves 5x speed and higher throughput than major clouds
“And the performance difference For a fireworks versus, like, a cloud provider is, like, five X. And that is just the speed performance. Then you add on top of that the, like, throughput, which is not visible externally. It's only visible if you look at, if you…”
Eric Vishria Aug 11, 2026 ▶ 1:59 Everyone Is Still Undersizing the AI Market | Eric Vishria · Invest Like The Best
Prediction Held up
Vishria: AI will yield an oligopoly and multiple $100B specialized winners
“So it's just, it feels to me like we're gonna end up with an oligopoly Of winners, and there will be, I really believe they will be these, like, hundred billion dollar crazy smaller winners and so, like, that's, you know, that's, like, that just feels like tha…”
Eric Vishria Aug 11, 2026 ▶ 8:23 Everyone Is Still Undersizing the AI Market | Eric Vishria · Invest Like The Best
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 Partly supported
Baker: Top AI-spending companies are growing meaningfully faster
“In the bull case, and you know, you've seen church from Cognition, Ramp, and Stripe, that the companies that are spending the most on AI are growing, growing meaningfully faster.”
Gavin Baker Aug 4, 2026 ▶ 36:18 Why the Markets Are Pricing AI Wrong | Gavin Baker · Invest Like The Best
Assertion Partly supported
Baker: Viral water usage statistics overestimated data center consumption by 10,000x
“But an author made a mistake in a book. It overestimated the amount of water usage in data centers by 10,000 x. Not a little bit.”
Gavin Baker Aug 4, 2026 ▶ 1:04:36 Why the Markets Are Pricing AI Wrong | Gavin Baker · Invest Like The Best
Assertion Contradicted
Matt Smith: US built only one interstate gas pipeline in 10-12 years
“In the last 10 or 12 years, we've really built one interstate gas pipeline. That was Mountain Valley Pipeline connecting Appalachia to Mid-Atlantic.”
Matt Smith Jul 21, 2026 ▶ 19:46 Why Natural Gas Will Be AI’s Next Great Shortage · Invest Like The Best
Assertion Contradicted
Wachen: Etched is the only startup building custom racks and chips
“We're actually, I think we're the only startup right now that's building its own rack as well as its own chips.”
Rob Wachen Jun 30, 2026 ▶ 26:27 The Two Harvard Dropouts Who raised $800M to take on NVIDIA · 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 Partly supported
DeepSeek Release Doubled Asian AWS GPU Rental Prices Due to Compute Demand
“And that was really strange because by Deep Seek Monday, it was super clear That this was going to be the most positive thing that had ever happened to compute demand. Prices in the AWS availability zones in Asia had already, like, doubled. You were seeing GPU…”
Gavin Baker May 20, 2026 ▶ 4:17 Watts, Wafers, and the Future of AI Infra | Gavin Baker · Invest Like The Best
Assertion Partly supported
Baker: Tech relative valuations hit 10-year lows during recent drawdown
“I think on a relative basis, tech essentially got as cheap as it's been versus the rest of the market has at any point over the last 10 years.”
Gavin Baker May 20, 2026 ▶ 7:35 Watts, Wafers, and the Future of AI Infra | Gavin Baker · 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 Partly supported
Patel: Sam Altman's residence was targeted with Molotov cocktails twice
“You look at the comments of news articles where Sam Altman had a Molotov cocktail thrown at his house twice in like two weeks.”
Dylan Patel Apr 23, 2026 ▶ 42:50 The Supply and Demand of AI Tokens | Dylan Patel Interview · 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
Prediction Held up
Patel: Robotics few-shot learning breakthroughs will arrive in 6 to 18 months
“And so I think in the next six to 18 months, we'll start seeing real breakthroughs in robotics that enable few shot learning, i.e. There's a pre-trained robot model, and now there's a robot that you have hired or bought or whatever. You showed a few examples a…”
Dylan Patel Apr 23, 2026 ▶ 23:44 The Supply and Demand of AI Tokens | Dylan Patel Interview · Invest Like The Best
Prediction Held up
Carnell: Upcoming data will show GLP-1s protect against addictive behaviors
“In terms of the addiction data that'll start coming out over the next year or so, you would lose that benefit. Like you would lose the, essentially the free gift of protecting yourself from being addicted to drugs, alcohol, or gambling. And that comes from the…”
Alex Carnell Apr 21, 2026 ▶ 30:31 GLP-1s, Peptides, and The Trillion-Dollar Health Revolution · 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 Contradicted
China-Russia oil and gas trade remains overwhelmingly denominated in US dollars
“China's a big importer of Russian gas and oil. It's kind of crazy to think about. That trade is still denominated for a vast majority in the US dollar.”
William Hockey Mar 17, 2026 ▶ 57:23 How to bet on yourself (without venture capital) · Invest Like The Best
Assertion Partly supported
Sankar: Europe Created Zero €100B+ Companies from Scratch in 50 Years
“Europe has created zero, zero companies worth more than a hundred billion euro from scratch in the last 50 years. It's almost, almost an astonishingly bad track record. We've created all of our trillion dollar companies from scratch in the last 50 years.”
Sham Sankar Mar 10, 2026 ▶ 12:50 How AI Is Changing Warfare | Palantir CTO · Invest Like The Best
Assertion Partly supported
Sankar: 50% of All Clinical Trial Drugs Are Created in China
“Wuxi went from being a cheap, you know, Basically a cheap pair of hands for pipetting contract research in the pharma industry to actually now 50% of all clinical trials are drugs that are created in China.”
Sham Sankar Mar 10, 2026 ▶ 52:46 How AI Is Changing Warfare | Palantir CTO · Invest Like The Best
Assertion Partly supported
Sankar: Apple Spent Equivalent of 2.5 Marshall Plans in China
“Apple has spent the equivalent on an inflation-adjusted basis in the last five years of two and a half Marshall plans building talent and capacity in China.”
Sham Sankar Mar 10, 2026 ▶ 54:32 How AI Is Changing Warfare | Palantir CTO · 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 Contradicted
Horowitz: Funded tech initiative reduced Las Vegas crime by over 50%
“Since we started the program, I think crime is down over 50% and then you know, shooting of suspects by police is down, like, close to 75%.”
Ben Horowitz Feb 3, 2026 ▶ 57:53 Why The Laws of Startup Physics Have Changed | Ben Horowitz Interview · Invest Like The Best
Assertion Partly supported
Slack Revoked Glean’s API Access to Protect Its Own Platform Value
“Slack has done it most publicly. Slack is owned by Salesforce. They cut off access to Glean, where Glean can no longer access Slack data. And the reason is they don't want Glean to build on top of them. And then slowly suck out the value that Slack has.”
Gokul Rajaram Jan 29, 2026 ▶ 14:55 He Built The Revenue Engines for Google, Facebook & Square · Invest Like The Best
Prediction Didn’t hold up
xAI will release the first frontier model trained on Nvidia Blackwell
“One, we will see the first models trained on Blackwell in early, I think the first Blackwell model will come from XAI. And the reason for that is just, it's a, According to Jensen, no one builds data centers faster than Elon.”
Gavin Baker Dec 9, 2025 ▶ 12:06 GPUs, TPUs, & The Economics of AI Explained | Gavin Baker Interview · Invest Like The Best
Prediction Held up
AI pre-training scaling laws will continue for at least one more generation
“And we now know they're going to continue for pre-training for at least one more generation, and we're very early in the two new scaling laws, you know, for post-training, mid-training, RLVR, whatever people want to call it, and then test time computed inferen…”
Gavin Baker Dec 9, 2025 ▶ 28:42 GPUs, TPUs, & The Economics of AI Explained | Gavin Baker Interview · 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
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