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 22 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 1 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
Cherny: Claude Code and Claude Cowork Were Entirely Written by Claude Code
“QuadCode is a hundred percent written by QuadCode. Cowork is a hundred percent written by QuadCode.”
Anthropic Engineers Increased Code Output by Hundreds of Percent With Claude Code
“What happened with Claude is now many companies, including Anthropic, and all of our biggest customers are reporting gains on the order of hundreds of percentage points. And I think the last number that we reported is the amount of code written per engineer at…”
Cherny: Multi-Claude Automated Safety Checks Are Now Safer Than Human Approvals
“Essentially we found both in the laboratory setting, and now we're finding in the wild, this is safer than what we had before. So as a user, it's a really nice benefit, because you don't have to sit there and say yes over and over, and actually the result is b…”
Cherny Stopped Writing Code Entirely, Using Claude to Prompt Other Claudes
“When you look at the kind of engineering that I do, I don't write code. I prompt quad. And actually nowadays, mostly what I'm doing is I have a Claude that prompts other Claude. So I don't even talk to Claude. I have a Claude that's talking to my Claude.”
Cherny: AI Agents Will Destroy Switching Costs as a Software Moat
“Some modes get less important, and this is, for example, switching costs, because if you want to switch from vendor A to vendor B, you can, you know, you can just ask Quad to do that, and Quad is going to get better and better over time at it.”
Cherny: AI coding models will eventually form a self-reinforcing loop
“Quad is starting to generate its own ideas for what to build next for QuadCode, but it's, you know, it's not always good ideas, and I still generate most of the ideas, and, you know, at some point it's gonna change. The model's gonna improve, and it's gonna be…”
Cherny: Claude Code was first AI tool able to edit local computer files
“Even something as simple as like editing a file on your computer. You know, like a year and a half ago, there was no AI product that could actually do that. But this is the first thing that quad code was able to do. It could edit a file on your desktop.”
Cherny: Tokenmaxxing does not make up a large percentage of Claude usage
“I don't think token maxing is a large percent.”
Cherny: Half of YC Founders Write Entire Codebases Using Claude Code
“I did a talk at Y Combinator, you know, the startup incubator yesterday, and I asked people to raise their hands, you know, everyone, everyone's using QuadCode, and I asked them, You know, raise your hand if a hundred percent of your code is written using quad…”
Anthropic Deployed New Colossus Compute Capacity to Serve Claude Code Users
“And of course, we announced the new Colossus capacity, which, you know, we brought online to serve all these new users.”
Cherny: Most Claude Code Users Run Multiple Instances Simultaneously
“One of the cool things about quad, and this is something that we started to see pretty early with quad code users, is actually very few people nowadays run one quad code at a time. Most people run many, many quad codes, you know, ranging from, you know, a few …”
Cherny: Prompt chains will deepen, but humans will still pilot AI
“And at some point, Claude is going to become really good at asking Claude to do this. And that person is going to be asking Claude that asked Claude to do this. And this chain will just keep getting deeper, but in the end, you still need people that are piloti…”
Cherny: Next-Token Prediction Forces AI Models to Plan Ahead
“It's crazy, like, you teach this thing to predict the next word, and somehow, if the next word is hard enough, it has to learn to really plan ahead, and it has to learn how to do all of this.”
Cherny: The defining difference of an AI agent is tool use
“The thing that made quad code different from chatbots at the time was quad code can use tools. And this is it. Like, this is just the difference. It's, with a chatbot, you're going back and forth and you're talking, but an agent, and Cloud Code is an agent, it…”
Cherny: Rapid AI progress requires continuously retesting previously failed tasks
“Every month there's a step change in what it can do. And as a user of this technology, it's just quite hard because you have to kind of keep retraining. You have to keep retrying. You always need this like beginner mindset to retry the technology and use it fo…”
Cherny: Do not optimize AI workflows early because top innovators are unpredictable
“The challenge is you can't identify these engineers and these people ahead of time. You don't know who they are. And it's almost always going to surprise you. And so the thing you want to do is let people experiment, give them safety, and then once there's som…”
Cherny: AI models should optimize for intelligence before efficiency
“I think we should probably optimize for intelligence. That's the most important thing. So even if it's like a little bit less efficient, but it's more intelligent and it lets you do more things, that's really useful because the efficiency optimization comes af…”
Cherny: New AI Users Are Often More Ambitious Than Veteran Users
“I think for people that have kind of grown up with these products and they've seen previous versions, they might not be as ambitious as they could, but for people that are new to the products, I often see them using quad code and cowork for things that I would…”
Anthropic Exec Runs Hundreds of Parallel Claude Instances Every Night
“Nowadays, I'm running, you know, like, on my computer, I run maybe five at a time, and then every night, I run, like, you know, not every night, but most nights, I run, like, hundreds of quads at a time. Hundreds. Yeah, hundreds, sometimes thousands.”
Cherny: AI Commoditizes Code, Making Network Effects the Ultimate Business Moat
“One that I think will increase in importance is something like network effects, because it doesn't matter who's writing the code. It doesn't matter if it's an agent at the core of your product or something else, or if there's intelligence in your product. If t…”