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
Hays: Stargate consortium lacks even 20% of $500B committed
“It's clear to everyone involved that they certainly don't have 20% of the five hundred billion just sitting in an account. Like, that money has clearly not been committed.”
Coogan: AI training scaling laws show diminishing returns since GPT-4
“When you 10 X the energy and tokens and data and all the work on the training, you do get a smarter model, but the increases have been diminishing. So as you spend 10 times more, It, you don't get the same increase from GPT three to GPT four.”
Coogan: OpenAI will introduce free-tier ads and up to $2,000/mo subscriptions
“Clearly all of that product stuff's getting ironed out and they're going to have ads in the free version all the way up to a 2000 dollar a month tier or 200 dollar a month tier.”
Sam Altman Lapped Sundar Pichai's Google in AI While Google Coasted
“Yeah, he's making so much money, every employee's making a lot of money, the shareholders are doing well, everybody's just kind of coasting, and then you, it's like, boom, Sam Altman comes in and laps you on AI, all your AI products internally suck, Sam Altman…”
Hays: Rival frontier AI labs will eventually collaborate to pace development
“Pacing the frontier, collaborating with other labs. I'm oddly optimistic that this will happen. Obviously, you know, there's the Sam and Dario can't even hold hands on stage in that India conference, but AI has made strange bedfellows out of people.”
Brockman: Integrated image generation capability is unique to OpenAI versus competitors
“Being able to have that image generation capability in the middle is something that's very unique to OpenAI relative to some of our competitors, and I think that you're able to then produce much better artifacts downstream”
Brockman: ChatGPT market share is climbing again
“That the market share of chat GPT is starting to climb once again, because we've been investing so hard in In so many use cases that are important for people in education and health and a variety of other areas.”
Brockman admits OpenAI Operator was slow, inaccurate, and painful to use
“I think operator was just kind of below threshold in terms of the model capabilities. It was a cloud-based system that operated with computer use. It was slow. It wasn't fully accurate. It was like pretty painful to use. Some people got value, but it really wa…”
Brockman: OpenAI surpasses one billion weekly active users
“We're now well over a billion users every week”
Brockman says exposing context windows and model selection is bad UX
“What we were promised, if you were to rewind five, 10 years ago, is never a low-level language model that you have to think about context windows, and you have to select thinking strength, and you have to select different models, like none of that is the futur…”
Coogan: GPT-6 Astra achieves 99.9% on ARC-AGI-3 benchmark
“The RKGI three number is crazy. The score is 99.9%, so it feels like they just beat that. They just beat RKGI B three.”
Coogan: 80% of OpenAI and Anthropic Enterprise Revenue Comes from 1% of Customers
“OpenAI Ananthropic, 80% of their enterprise revenue comes from just one percent of the companies.”
OpenAI Slows Research and Reallocates Teams Following Agent Escapes
“Dalton, the OpenAI employee said the incidents marked a pivotal moment For the company and the industry as a whole, he said that numerous internal teams have dropped everything to dramatically expand OpenAI's ability to monitor its agents, and that the company…”
Leaked Microsoft memo makes OpenAI GPT the default internal AI model
“A Microsoft exec Just sent an internal memo that's designed to end token maxing and makes OpenAI's GPT, GPT, the default model for internal use.”
Coogan: Employees from OpenAI, Anthropic, and Google Signed AI Pause Letter
“There's this open letter from a bunch of lab employees saying like, hey, maybe we should do a mutual pause. Maybe we should all slow down. And I think even some meta researchers signed that as well, but there's like a wide group from OpenAI, Anthropic, a bunch…”
Woo: The AI software race will be won by well-capitalized tech incumbents
“So, I think, in some sense, I think the software game is gonna be won by an OpenAI, Anthropics, SpaceX, Google, maybe about Cognition, and some of these like,”
Prince: Major AI labs are making Cloudflare their preferred code execution target
“And it's, I think, why you're seeing more and more of the big AI labs have Cloudflare as the preferred target for where, where their code gets run. You know, OpenAI released a project for their enterprise users a little while ago that, again, is targeting us.”
OpenAI breaks ground on 1-gigawatt Stargate Michigan data center
“OpenAI announced that they're breaking ground on Stargate Michigan, a one gigawatt data center utilizing closed loop cooling, and they're getting out ahead of the water FUD. They say it uses water at the rate of a typical office building, creates thousands of …”
Gerstner: Google, Amazon, Microsoft, OpenAI, and Anthropic are all token constrained
“Google was token constrained. They said if we had more tokens, we'd be able to generate more revenue. Same for Amazon, same for Microsoft, same from OpenAI, same from Anthropic.”
Cosgrove: OpenAI Solved Erdős Problem for Hundreds to Thousands in Inference
“This was not, like, millions of dollars of inference time. It was, like, maybe something like hundreds to thousands of dollars of inference compute spend.”
Cosgrove: OpenAI Internal Model Disproved Erdős Problem 90 Conjecture
“Basically, OpenAI figured out that this is not true, and that there actually are some, there are some n's for which this kind of max number of pairs is greater than the original Erdos conjecture. So, so for infinitely many n, this is not for every single n, ri…”
Judge prohibited AI extinction and doomerism arguments in Musk-OpenAI trial
“The judge prohibited, like, going too far into, like, Doomerism into the world stuff, and she's like, look, that's kind of a sideshow distraction, like, extinction humanity stuff is not the point of this case”
US government establishes task force to prevent AI model distillation
“There is new news from Michael Kratzios that the government seems to be taking anthropic and opening eyes messaging around distillation very seriously and is setting up a task force.”
Laffont: Accredited investor restrictions on top private tech must change
“You know, why is it just like an elite group of funds and accredited investors and so forth and so on? That to me will have to change. And I think it should be bipartisan, frankly.”
Excluding the public from frontier AI equity upside carries severe societal costs
“And I think what we're learning as a society is the cost of not having broad participation is incredibly high. And we'll be. Right. If you have a whole generation of young people that don't own their house and have student debt and don't feel like they're econ…”
TBPN will sit in OpenAI's strategy org reporting to Chris Lehane
“TBPN will sit within our strategy organization, reporting to Chris Lehane”
TBPN will report to Chris Lehane in OpenAI's strategy organization
“TBPN will sit within our strategy organization reporting to Chris Lehane.”
Kim: Nvidia's $25B open-source investment won't compete directly with OpenAI
“It's not a huge, I think it's like twenty five billion over the next few years, which doesn't really compete with what OpenAI and Anthropik are doing.”
Carter: OpenAI IP Access Now Requires Expert Review, Not Just Profit
“Sam Carter says the reported one billion of profit is no longer the sole trigger for confidential IP research access. It reportedly includes an independent expert review.”
Hays: OpenAI raised $110B round from Amazon, NVIDIA, and SoftBank
“OpenAI raised a hundred and ten billion dollar round of funding from Amazon, NVIDIA, and SoftBank.”
Coogan: OpenAI's record funding equals 25% of 2026 venture capital outlays
“It's the biggest round for a private company ever, and it's also about one quarter of venture capital outlays that are expected for twenty-twenty-six in one round.”
Coogan: Leading AI labs are capturing half of all venture capital
“Venture as a class in a good year will do like four hundred billion, and across OpenAI at a 100,000,000,030 for Anthropic, 20 for XAI, then you have, you know, a bunch of NeoLabs all picking up a billion each. Like, you very quickly get to a few companies Rais…”
Cosgrove: Only OpenAI, DeepMind, Anthropic, and xAI operate at frontier scale
“I mean, especially if you're talking about these big pre-trains, it's really just these four. No one else is really at that scale.”
McCormick: OpenAI recouped all GPT-4 training costs and more
“GPT four is the really instructive is the really instructive example because I believe that model costs like a hundred million dollars to train, and it was really expensive at the time, but then very quickly they were on a multi-billion dollar run rate, and it…”
McCormick: OpenAI and Anthropic are the most unprofitable companies in history
“These are the most unprofitable companies in human history, I think.”
Hays: Anthropic's Claude commercial baited OpenAI into an overreaction
“They basically made open AI way over react.”
Bishop: Chinese AI firms IPO earlier with far less capital than OpenAI
“Yes, with much lower revenue, raising much less money, much lower valuations, and a lot of it is because they, you know, they actually need the capital. I mean, it's, I think they, but the amount of capital they need in the raising is a frat. It's like, you kn…”
Hays: Anthropic has lost the race for billions of consumer users
“Anthropic has already lost the race to serve billions of people, right? I don't think that they're, when you look at Gemini's sort of traction, OpenAI's, ChatGPT traction, Like, it seems like the race to get to three billion monthly actives is kind of over.”
Coogan: Anthropic is the Apple to OpenAI's Microsoft
“Anthropic is the Apple, and OpenAI is the Microsoft, and they're also aligned with Microsoft, or owned in part by Microsoft.”
Coogan: OpenAI is hiring hundreds of enterprise AI consultants
“OpenAI is hiring hundreds of new staffers to expand a technical consulting team that helps large corporations develop custom AI applications and agents to automate employee tasks, according to a person Knowledge with the company's plans.”
Altman: More capable models may eliminate today's multi-agent abstractions
“I suspect like everything else that's happening when an industry is moving so fast, all of this is somewhat temporary on like a long enough time scale. And You, as these models become more capable and these agents are operating on very long time horizons with …”
Altman: Workflows Will Shift Toward Managing Teams of AI Agents
“I think we will be heading towards a workflow where a lot of people just feel like they're managing a team of agents, and they'll keep, as the agents get better, they'll keep operating at a higher and higher level of abstraction, which at least watching what's…”
Patel: OpenAI's 750MW deal is small compared to 16GW 2028 target
“So the OpenAI deal is like for seven 50 megawatts, it's not that much capacity. On the order of like what OpenAI has talked about, you know, by the end of 28 they'll be at like 16 gigawatts.”
Patel: Market sentiment on OpenAI is peak negative due to Anthropic
“People are peak negative on OpenAI right now because of how good Anthropix has been killing it.”
Steinberger: OpenAI is superior for coding across large codebases
“Like for coding, I much prefer Codex because it can navigate large code bases. I literally, you can literally prompt and then push domain. And I have a very, I have like, 95% certainty that it actually works.”
Apple Reportedly Rebuilding Siri as OS-Integrated Chatbot 'Campos'
“Apple plans to revamp Siri later this year by turning the digital assistant into the company's first artificial intelligence chatbot, thrusting the iPhone maker into a generative AI race dominated by OpenAI on Google. The chatbot, codenamed Kempos, will be emb…”