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 351 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 9 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
McLaughlin: AI Agents Are a 'Nines of Reliability' Scaling Challenge
“The cool thing is, though, is that, like, you know, it's a nines of reliability scaling problem, that as you, like, kind of, like, push these nines out, and as you, like, make them more reliable in many more contexts at some point they are just doing, like, a …”
Foody: Ex-OpenAI founders prioritize AGI ideology over business unit economics
“I think a lot of it ties to just like the ideology around AGI, right? This is the most important problem in the world. And so how do we all race as fast as possible to get there rather than a lot of the, you know, unit economics and competitive dynamics that i…”
Rabois: Most OpenAI revenue comes from durable ChatGPT subscriptions
“OpenAI, most of their revenue comes from ChatGPT subscriptions. That's pretty durable. Consumers or people using it, you know, for business applications, but on an individual basis.”
Coogan: OpenAI is the only AI lab to organically build distribution
“OpenAI is the only AI lab to have organically built its own distribution channel.”
Coogan: OpenAI's o3 High-Compute Mode Spent $3,000 to Solve a Benchmark Task
“Oh three, which isn't out yet, but is even more advanced in terms of reasoning. They have a high compute model. That spends almost 3000 dollars per task. And it just thinks for hours and hours and hours basically, and it was able to break arc that that AI, AGI…”
Coogan: DeepSeek-R1 API is 27 times cheaper than OpenAI's o1
“The deep seek R one API is currently 27%, 27 times cheaper than open AI's O one for a similar level of quality.”
Hays: Sam Altman was right that OpenAI could not compete as a nonprofit
“It really, it does seem that he was correct in believing that you weren't going to be able to raise enough money via nonprofit structure to compete.”
Coogan: Google Gemini's underlying tech performance matches OpenAI
“If you look at the performance of the underlying technology at Google with Gemini, it's on par, if not like back and forth with open AI.”
Hays: Stargate's $500B Plan Dwarfs Total 2024 US Startup Funding
“The companies are committing a hundred billion to the venture with plans to invest up to five hundred billion over the next four years, which actually seems- To put this into perspective, in twenty-twenty-four, I believe there was a hundred and sixty-eight bil…”
Hays: OpenAI uses anon accounts and leaks for narrative dissemination
“Open AI I think is the best in the world at disseminating their story and the things that they want people to believe through a complicated network of terminally online and on accounts internal employees, leaks, you know, stuff like that.”
Coogan: OpenAI's for-profit transition mirrors historical insurance demutualization
“Everyone's looking at the open AI for profit transition is like, it had never been done. It's so crazy. And it's like, I don't know, like, there's a lot of companies that have been through this. It's not that it's not that unprecedented.”
DeepSeek leapfrogged other AI labs by training on OpenAI's models
“That's not, didn't cover the fact that it seems like people have been figuring out that they just kind of like were able to leverage OpenAI's models and then like leapfrog using it.”
OpenAI's 'Sky' voice did not actually sound like Scarlett Johansson
“When I heard the her voice, I think it was a lot of people just pattern matching off the tweet, because I didn't actually think, like, oh, this, I'm talking to Scarlett Johansson. It did not seem that close.”
Coogan: OpenAI o3 is underpriced and represents a major breakthrough
“Oh, three, I think is still underpriced. It's a big deal. Very, very big deal.”
Coogan: OpenAI o3 high-compute configuration costs $2,000 per solve
“O-three is a reasoning model. The high version costs 2000 dollars per solve.”
Coogan: OpenAI's o1 Pro is the best reasoning model and will see massive adoption
“This week OpenAI launched ChatGPT for a one pro and it's like the best model at reasoning and it should be, and I mean, like, let's just be clear. Like it's incredibly impactful. Like it's a great product. People are going to use it a ton.”
Hays: Altman's Grok vs ChatGPT post was savvy content marketing
“So I actually saw a deeper dive on that on Sam's post and it did seem like he had sort of strategically cropped it or screenshot it in a way to not give the sort of like final conclusion. So I think what Sam was doing is what, you know, a lot of people do, whi…”
Coogan: Creator AI wrappers capture value despite not disrupting foundation models
“She has a cornered resource in her audience. She's got attention where yes. Who knows if this is that much better than just asking vanilla chat GPT, but if she can drive people to this app, she can monetize that she's effectively acting as like an affiliate of…”
Coogan: Tech firms benefit from manufacturing public enemies to stay underdogs
“You always want to be the underdog, and so even if you have to pay someone to talk trash about you, it's totally worth it.”
Coogan: OpenAI and DeepMind both scored 35 of 42 on 2025 IMO
“Both teams got a 35 out of 42. There was a bunch of back and forth because OpenAI validated with former IMO gold medalists while Google's result was graded by the official rubric that year, which is internal to the organization.”
Brockman: ChatGPT Work triggered 'almost vertical wall' of agentic adoption
“We've had this like almost vertical wall of agentic adoption since we launched chat GPT work.”
Brockman: OpenAI views image, voice, and code as one unified package
“We really view images, we view voice, we view coding, all these capabilities as one package that are going to come together to create an AI that empowers you, that means you can create anything that you imagine, And I think it's going to be something that's ju…”
Brockman: Highlighting esoteric AI use cases fails to trigger broad adoption
“We've sometimes highlighted esoteric use cases, something that appeals to someone in particular, and it's amazing for that person, but people don't then say, oh, because it's this powerful, I can also do this other powerful thing I've been waiting on. Like tha…”
OpenAI has built an integration with healthcare software giant Epic
“And you can see things like we have an integration within Epic and really trying to bring each of these three pillars the best possible service independently.”
Brockman: Astra Marks a New Threshold in AI Computer Use
“And I think that it's very clear that we've reached a new threshold of computer use. So this model is able to, I really work with different kinds of applications in a way that was not previously possible.”
Coogan: OpenAI launches GPT-6 Astra with live blog post
“GPT-Six Astra has landed. The blog post is up. You can go check it out on OpenAI.com.”
Coogan: AI startup equity is fueling a Bay Area real estate surge
“One factor is the enormous amount of new wealth being created by the AI boom as employees at companies like OpenAI, Ananthropic, turn startup equity into fortunes, and pour some of that money into local real estate.”
Claude Mythos and GPT-5.5 score 20% and 15% on ExploitGym benchmark
“Claude Mythos preview successfully exploited a 157 of the 898 instances, and OpenAI's GPT 5.5 exploited one 20 within, ah, 120 of the eight 98, so you have, like, roughly 20% performance for Mythos, and 5.5 got, like, 15% or something like that, but whenever y…”
Coogan: OpenAI launched custom 'Jalapeno' chip designed with Broadcom
“I mean, the chip Jalapeno launched. Designed with Broadcom. Jalapeno is purpose-built for LLM workloads, powering ChatGPG codex, API, future agentic products.”
Gerstner: OpenAI and Anthropic are Altimeter's largest bets in firm history
“You know, we've really made massive bets, the biggest bets in the history of Altimeter, between OpenAI and Anthropic, which you know, is consuming billions and billions of dollars.”
Ries: Anthropic's founders consulted with me on governance setup
“When the founders of Anthropic left OpenAI, so what is that, like three or four OpenAI crises ago? I can't track. But anyway, it's like hard for me to keep track, but anyways, like it's been a rough, you know, it's been a rocky road. When they left, like I was…”
Coogan: WSJ reports Anthropic valuation up 173% and Q2 profitability
“Anthropic valuation up a 173% since the start of the year posting profits in Q two, according to the Wall Street Journal open AI evaluation up 67% since the start of the year”
Musk was openly antagonistic during cross-examination by OpenAI's litigation counsel
“Elon went from, like, I am a entrepreneur, sort of like, Rosalie explaining to you what I think the future should look like, and like, very concerned for the future of the human race, to like, openly antagonistic to Savitt's questioning”
OpenAI can now serve its products across any cloud provider
“They changed their partnership. OpenAI can now serve all of its products to customers across any cloud provider.”
Cosgrove: Musk Tried Absorbing DeepMind in 2014 and OpenAI in 2018
“He tried to absorb DeepMind into Tesla in 2014, then OpenAI in 2018.”
Coogan: OpenAI will roll video generation into ChatGPT
“Obviously, this is not the end of video creation for OpenAI. This will be rolled into ChatGPT, I imagine.”
Hays: Millions of people have created content on Sora
“Millions of people have made content on the app.”
Coogan: Anthropic revenue growth is trailing OpenAI by roughly one month
“Because we saw these two revenue lines where, ah, OpenAI is just absolutely going vertical, so is Anthropic, just like one month behind. Like, they're both scaling incredibly quickly.”
Cosgrove: OpenAI Will Make Additional Deals With the US Government
“Whichever way, like, the anthropic Pentagon stuff, like, evolves, like, I think it's very clear that this is not, like, the last time government deals will be made, right? Like, the OpenAI deal is not the last deal that OpenAI will make with the government.”
Coogan: Non-Classified Agencies Will Rapidly Transition to Gemini, OpenAI, or Grok
“Because I imagine some agencies aren't operating in classified environments. It's going to be much easier for them to onboard to a Gemini, or an OpenAI, or a Grok very quickly.”
Hays: Startups in the path of AI improvements will get stomped
“I mean, the models, you know, if you're in the path of models improving, you will get stomped like Godzilla, but there's still plenty of opportunities all over the ecosystem, especially if you're not doing something that's in software.”
Hays: Dave Morin to lead OpenClaw foundation as creator joins OpenAI
“Yeah, Dave Dave Morin I remember reading, is gonna step into I believe run the foundation that will kind of steward the open source project, and then Peter's obviously joining OpenAI.”
McCormick: OpenAI and Anthropic inference margins are healthy
“Well, it's way, way cheaper than what you pay to Anthropic or OpenAI, so they must have good margins, and everyone sort of agrees at this point that inference margins are in fact healthy.”
Hays: OpenAI is smartly pushing Codex directly to consumers
“They're trying to push codex, they're trying to push codex to consumers. Which I think is smart.”
Hays: ChatGPT ads will target interest graphs, not conversation content
“From what I understand, it won't be related to the content because people are going to be annoyed at that. I would expect it in the future. It is. But in the meantime, I think it'll effectively be display ads based on your interest graph, right? What they know…”
Coogan: OpenAI will launch a consumer legal assistant product ASAP
“Claude should be able to do that, and it makes a lot of sense, and I expect OpenAI to launch this product, like, ASAP.”