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 27 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
Armstrong: AI will not cause high unemployment
“I'm in the camp of people who don't think AI is going to actually cause high unemployment. I think that employment will be about the same.”
Armstrong: 80% of Crypto Trading Volume Moved Offshore
“Like most people don't know that 80% of the trading volume went offshore for crypto because of the lack of clarity in the US.”
Armstrong: In 5-10 Years Everyday Financial Services Will Run on Crypto Rails
“I think in five or 10 years, people are going to be using financial services. A lot of it will be running on crypto rails. They won't even really know or care about crypto itself. They just like, oh, this is a cheaper way to send money abroad to my family, or …”
Armstrong: Top AI-enabled engineers at Coinbase ship 100 pull requests weekly
“If the average developer is shipping maybe like eight pull requests a week, the top few engineers are doing like a hundred pull requests a week.”
Armstrong: Coinbase team pods shrunk from 10 people to 1 to 4
“Traditionally, in tech companies, you'd have, like, a team of a pod of 10, right? There'd be, like, one product manager, one designer, eight engineers, something like that, and we're now seeing these teams that are, like, two to four people. In some cases, we'…”
Armstrong: Coinbase operates equivalent of 1,200 full-time AI agents internally
“There's actually about 1200 full-time agents working at Coinbase now. Yeah, we, it's, we try to basically estimate it because, you know, you can spin up an agent for five minutes and shut it down, but if you look at it as, How much time AI agents are working c…”
Armstrong: Coinbase runs crypto's largest institutional business without close rivals
“We also run the largest institutional business in crypto. I actually don't think there's like a close competitor for that, at least not One that comes to mind.”
Armstrong: AI Agents Will Use Base Wallets to Form an Agentic Economy
“We're also going to see AI agents have their own financial accounts, and we're powering that with the base, like, MCP API so they can have their own self-custodial wallet now and start to have a true agentic economy, paying for goods and services, hiring other…”
Armstrong: Four billion people worldwide are unbrokered without U.S. investment access
“There's actually about four billion people in the world today who are unbrokered. They don't have access to any high-quality U.S. Investments.”
Armstrong: Human-in-the-loop investment data will be a real moat for Coinbase
“And then we can start to build that data set over time, which I think will be a real moat.”
Armstrong: Coinbase saw strong volume on SpaceX pre-IPO perps
“So we launched with SpaceX, A few weeks ago before they went public, and we saw quite a lot of volume on there.”
Armstrong: Coinbase Was First in the US Approved for Crypto Perp Futures
“Getting these approvals in the US we were the first for These perpetual style futures and things like that for crypto and options trading. We're the first company to do that. I don't think any other company in the U S has gotten that yet.”
Armstrong: Code shipped per developer at Coinbase is up 2x year-over-year
“The amount of code being shipped per developer is up about two X year over year.”
Armstrong: Master AI agents will orchestrate sub-agents and pay for services autonomously
“In the future, you're increasingly gonna Talk to one agent. That agent is going to orchestrate hundreds of thousands of other agents. It's going to pay for goods and services with companies that it needs to engage with to get work done on your behalf.”
Armstrong: OpenAI and Anthropic will not enter regulated financial services
“Ah, well, I don't think OpenAI and Anthropic are going to build all the companies. I think they're mostly focused on building foundational models, which are broadly applicable. But for instance, I don't think anyone thinks they're going to get into regulated f…”
Armstrong: Existing tokenized stock products are synthetic derivatives, not directly backed
“There are some products that are out there today, but they're actually not one-to-one backed by the stock itself. They are a derivative or a synthetic. So there are ways to get exposure, but you're not actually owning the underlying asset.”
Armstrong: 83% of Americans say the financial system is not working for them
“If you survey Americans, something like 80, I think 83% of them say that the financial system is not currently working for them”
Armstrong: Legacy finance relies on outdated 1990s COBOL mainframe code
“Our financial system is the legacy financial system is it's slow. It's creaky. It's old. You know, in many cases it's built on code that was written like in the nineties and COBOL and like these kind of mainframe computers. And a lot of that stuff just Hasn't …”
Armstrong: The US Ranks 11th or 12th Globally in Economic Freedom
“And I think that America is one of the more free market capitalist countries in the world. It's not the most. It's, I think it's in the top 11 or 12. You can actually go look at the rankings, right? There's various organizations that publish rankings of the ec…”
Armstrong: Base enables sub-second USDC global transfers for under a cent
“You know, with crypto rails, you can now send money instantly less than a second anywhere in the world for less than a cent, and you can do that on the base network with USDC, for instance, and that's democratizing payments, right, and just bringing, lowering …”
Armstrong: Coinbase stores more crypto than any other company globally
“In terms of Coinbase's unique advantage, I mean, so we're storing more crypto than any other company in the world.”
Armstrong: Coinbase bug and incident rates dropped per line of code shipped
“We're actually seeing, like, the rate of bugs and incidents go down per line of code shipped”
Armstrong: Top companies will become more productive with AI, not displaced
“I think the best companies are just going to get even more efficient like Coinbase is doing. And if there's companies that fail to Integrate AI, then they could be, they could get left behind, but the best companies in every industry are just going to be even …”
Armstrong: Open-source AI models lag frontier models by 3–6 months at 99% lower cost
“The open source models are about three to three to six months behind the frontier models, right? But they're 99% cheaper for inference.”
Armstrong: 80% of Coinbase AI workloads will run on cheap models within 18 months
“So I, my guess is that within 12 to 18 months, 80% of our workloads will be going toward models that are 99, 99% cheaper, but 20% of it will still go to these frontier models where you need to be, you know, IQ maxing or whatever you want to call it.”