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 112 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
Ramaswamy: ChatGPT Will Remain the Primary Consumer AI Entry Point
“On the consumer side, I know you disagree, I think ChatGPT is getting to be that entry point, and so if I were a betting person on the consumer side, To the extent that there are variations in models and specializations I think that'll include to the incumbent…”
Ross: OpenAI does not need to distill DeepSeek because OpenAI remains superior
“They don't need to because they're actually better still. They're a little bit better. So they could, but why would they?”
Ross: DeepSeek scraped OpenAI data while developing unique RL techniques
“And all of that said, they did a lot of really innovative things. So that's what makes it so complicated because on the one hand, they kind of just scraped the OpenAI model. On the other hand, they came up with some unique reinforcement learning techniques,”
Altman: Competing AI labs will successfully replicate OpenAI's o1 model
“After, after a research lab does something, even if you don't know exactly how they did it, it's, I won't say easy, but it's doable to go off and copy it, and you can see this in the replications of GPT-IV, and I'm sure you'll see this in replications of O-one…”
Frankel: Thrive Capital LPs will make a 2x return on OpenAI
“Is Josh in the winner there going to make two X, and maybe much more than that, but bet against the two X? I wouldn't bet against the two X. I think his LPs will make two X on that.”
Kant: Poolside, OpenAI, and Anthropic will rival Big Tech in AI
“What I would like to see and what I think is going to happen is that it's not just Google, Amazon, and Microsoft. It's going to be, you know, an open eye, an anthropic, a poolside, and a set of companies who are able to get that massive escape velocity needed …”
Kant: Neither OpenAI nor Poolside is allowed to train on private code
“But private code, no one's allowed to train on. Not us, not OpenAI. So all of us have access to the same public data.”
ChatGPT's Release Forced Google Onto Red Alert After Delaying Transformers
“Google Brain invents the kind of transformer and publishes it, and it's kind of bouncing around as kind of a research project, and it takes OpenAI developing it, scaling it, and releasing it as ChatGPT for Google to go on red alert and go, oh my god, we should…”
Des Traynor: OpenAI valuation will pass $90B, but Amazon poses risks
“I don't think I would, and the reason, whilst I think they'll pass 90, the areas I'd be wary of is Amazon.”
Zhang: OpenAI will aggressively compete with Google in web search
“They just hired the search leader from Google. Like, they are gonna go after that space, which is, like, the most lucrative space, and also a space that, you know, should be innovated on.”
Lightcap: AI model scaling laws have held predictably consistent for six years
“I think it's how consistently the scaling of models has worked. It still breaks my brain. Like I don't, maybe I've been, if we've, I've watched the same trend line for six years now, but I still find it incredible that you can make these models bigger and they…”
Seibert: On-device iPhone LLMs will make OpenAI obsolete within five years
“I bet Apple can and will, and so if you project forward five years, if they get to the point where they can run a sufficiently large LLM on your iPhone, then OpenAI is out of the picture. Don't even need to hit their servers. It's just on your phone.”
Stebbings: Ex-OpenAI and Stripe staff raise $20M on $100M valuations
“You have person leave stripe or leave open AI or hugging face, and they raise 20 on a hundred. And that's happening more and more.”
Sunak: DeepMind, Anthropic, and OpenAI agreed to grant UK early model access
“We're working with the companies themselves, DeepMind, Anthropic and OpenAI. I'm pleased that they've said that they will give early or priority access to the models.”
Atallah: OpenAI Luna returned OpenAI to OpenRouter's top 5 models
“Like, now Luna is being used more than GLM on Open Router. GLM used to be, like, one of the top, like, Three, four models by token volume, and now Luna is past it. This is the first time OpenAI has had a model on our platform in the top You know, three to five…”
O'Driscoll: 400 employees have left Apple to join OpenAI
“400 people from Apple have gone to move to OpenAI”
O'Driscoll: Cerebras recently signed deals with OpenAI and AWS
“And in the last three months, they've signed a deal with OpenAI and a deal with Atropic. Sorry, no, a deal with OpenAI and a deal with AWS. Sorry, I should be precise, right?”
Levie: Enterprise AI adoption will be multi-vendor rather than single-source
“Companies are going to adopt multiple of these systems. They don't want to be single vendor. They don't want to be, they don't want to have single vendor in this stack. One service goes down, or one changes its APIs, or one has a new commercial model. You're g…”
O'Driscoll: AI compute constraint will be a major bottleneck in 2026 and 2027
“But now it looks like compute constraint is a real thing in 26 and early 27. You have that asset. Maybe you figure out how to deploy that aggressively with Codex. So there's buttons you can press, there's things you can do if you focus and do them.”
O'Driscoll: Ramp data shows Anthropic grabbed 73% of new AI spend
“Just to start with the facts, they actually said 73% of new spending. Right. And what it is, and the same graph shows OpenAI is still actually ahead of Anthropic in terms of total spend. But the marginal buyer in the last six weeks, eight, 10 weeks has massive…”
Stebbings: Oracle and OpenAI cancel flagship data center expansion
“Oracle and OpenAI end plans to expand flagship data center”
O'Driscoll: Less than 20% of Anthropic's Claude revenue comes from consumers
“Most of OpenAI's revenues comes from ChatGPT on the consumer side, and Claude, less than 20% of the revenue is consumer.”
Lemkin: OpenAI's comp is 3-4x higher than Anthropic's
“This is like three to four X the comp of Anthropic effectively.”
Rory O'Driscoll: OpenAI lost an entire team following its 2023 board crisis
“In the last two years since the ChatGPT, since the OpenAI board change, you have lost an entire team at OpenAI.”
O'Driscoll: Microsoft was the only investor to give OpenAI $1B in 2019
“No one else was writing open AI, a billion dollar check in 2019. Microsoft did, and they got that return.”
O'Driscoll: OpenAI finalizes restructuring deals with Microsoft and state regulators
“The big news today is OpenAI cut their deal. They cut their deal with Microsoft, and they cut their deal with the attorneys general, the plural of attorney general of Delaware and California, which means they have been able to implement their restructuring, wh…”
O'Driscoll: Microsoft Achieved a 10x Return on its $13B OpenAI Investment
“They put in thirteen million, thirteen billion dollars. They got a 10 X on their money as of today.”
O'Driscoll: OpenAI Will Buy Compute From Oracle If Cheaper Than Microsoft
“Do I think the Oracle will book a fair amount of cloud compute from OpenAI? Absolutely. Maybe not three hundred billion, but if he's willing to provide it at a lower price than Microsoft, my guess is those fine people at OpenAI will take it.”
Staniszewski: OpenAI will definitely enter the AI voice market
“They definitely will, but I think they, you know, they lack the...”
O'Driscoll predicts OpenAI will release a web browser in 2025
“Yes, I think, of course, they will. No matter, almost, it's hard to imagine that the most ambitious company out there not doing something that, you know, perplexity is doing, other people are doing. Yeah, might got to be yes.”
Tenev: OpenAI Structure Relies on Profit Units Rather Than Traditional Shares
“OpenAI doesn't have shares. They're a nonprofit. So they have profit participation units and convertible interest securities that give shares upon a successful conversion to a for-profit.”
Lemkin: OpenAI projects burning $44B before 2029 profitability
“OpenAI also said they're going to burn at least another forty-four billion until they're profitable in twenty-twenty-nine.”
O'Driscoll: OpenAI Is Converting to a Public Benefit Corporation
“What's happening is they're not going to just convert the underlying company to a for, to a classic for profit. They're going to convert it. Oh, it's a public benefit corporation.”
O'Driscoll: OpenAI Set a $250M Minimum Investment Threshold in Recent Round
“OpenAI said in the last round, you either show up with two hundred and fifty million or don't show up at all.”
O'Driscoll: Major AI labs will inevitably acquire an AI coding app
“If they don't do if they don't do Winsurf now, the line of other coding apps outside the OpenAI office is going to go around the frickin' block. And at some point, someone's gonna buy something.”
Socher: OpenAI generates vast majority of revenue from ChatGPT
“They make their revenue, the vast majority of their revenue from a consumer app called ChatGPT.”
O'Driscoll: OpenAI is currently valued at $300 billion
“You can clearly compound from three hundred billion Which is where OpenAI is today to a trillion because five other companies did it, right?”
Hiremath: Only a few companies will build foundational AI models
“There will only be a couple of companies that are able to build these foundation models that everyone builds off of. I think OpenAI is a great example of one of those companies. And I think, you know, that analogy roughly holds. I don't anticipate there being …”
Luan: ChatGPT was just GPT-3 with instruction tuning released a year later
“ChatGPT was really just GPT-III with instruction. It was basically like more chat tuning, but GPT-III API came out, I think, over a year before ChatGPT did, but only developers could play with it.”
Srinivas: OpenAI generates $2 billion in annual recurring revenue
“OpenAI is building a business for what it's worth. Like, I think they have, like, whatever, two billion in revenue annually, which is, like, higher than Snowflake or at least, like, as good as Snowflake. You know, so they're not as capital efficient as Snowfla…”
Lemkin: OpenAI scaled to over $2B in ARR in three years
“Open AI literally essentially in three years went to over two billion in ARR”
Levie: OpenAI will become a universal assistant interface across audio, video, and text
“ChatGPT is going to be this universal sort of assistant interaction, you know, interface, and all the, you know, subsequent tools to manage that and interact with different AIs that kind of come together there. And then they're going to have an API business th…”
Söderström: Spotify will not build general frontier AI models to compete
“So that's why, you know, there's no point in trying to compete with them for us because we don't even have the same goal. So we're trying to build exactly the things that we don't think they will build. And we would buy the things that they will build or someo…”
Traynor claims OpenAI is generating $1 billion in annual revenue
“And I think they're doing a billion in revenue or something like that is what I've heard.”
LeCun: All of OpenAI and the AI world runs on PyTorch
“ChatGPT was developed on PyTorch. Okay. All OpenAI runs on PyTorch. The entire world, in fact, runs on PyTorch, except Google, because they have their own thing, right?”
Hankes: OpenAI Delayed GPT-4 Release by Five Months for Safety Testing
“On GPT four, we saw the demo in the fall. They didn't just release the product then they took, I think four or five months To test and learn about safety in the edges of the model and then ultimately released it to the world.”