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 23 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
Evans: AI impact equals internet and mobile, but not industrial revolution
“My most controversial opinion is that I think that AI is as big a deal as the internet or mobile and only as big a deal as the internet or mobile.”
Evans: Running Anthropic does not make Dario Amodei a labor expert
“I don't think the fact that you run AI lab suddenly gives you, or rather, and if you're going to use argument from authority, then it should be relevant to the field. So, like, I'm interested in Dario's opinions on where models are going to go in the next six …”
Evans: AI Model Providers Will Lack Pricing Power and Become Commodities
“And so it does sort of seem to me that like, if the chatbot isn't the UX and it needs to be apps and the model companies aren't going to build that. And the models themselves are basically commodities, as, at least as you can see them as users, then why would …”
Evans: Picking AI winners today is like predicting Excite versus Yahoo
“And so then you can kind of get into calling those races where, again, it's like being in 1997 and saying, well, is it going to be Excite or Yahoo? And the answer was no, generally.”
Evans: Enterprise AI software replacement will take three to ten years
“So I know people aren't going to tear out SAP and replace it with X, Y, Z. Maybe in five, in like three, five, 10 years, yes, that whole estate will look radically different. And all those jobs will have changed, but it will take, you know, two, three, four, f…”
Evans: AI will transform the world even if models stop improving today
“Even if like the model stopped, you're getting better tomorrow. If this is it, and we hit a brick wall tomorrow, this is an incredibly useful technology that's going to change the world and get rolled out over the next 10 years.”
Evans: Distribution and brand matter most when AI models are commodities
“So distribution of an adequate product when the field is basically commodity distribution on brand become a big deal.”
Evans: Scoring precise percentages of job automation from AI is deluded
“I was looking at this as whole, there's a sort of US government called own data set called own natural or something like that, which tries to kind of analyze every single job and then people try and kind of score it and they try and say, well, you know, this p…”
Evans: Claude Code is to software development what VisiCalc was to accounting
“Software developers are the accountancy of VisiCalc. Like, oh my God, this changes everything. Like before VisiCalc and after VisiCalc. Before, before Claude Code and after Claude Code.”
Evans: Management consultancies are hired for organizational navigation, not slide decks
“What you actually pay Bain to do is to go and walk all over your, and to try your company and work out. Yes, but why is it that you didn't do that? And how did the politics of this work? And what do you actually need to do? And let's go and talk to your custom…”
Evans: AI forecasting is purely speculative because we lack core theories
“We have no theory of what human intelligence is. We have no theory of why these models work so well. We have no theory of how much better they will get. So we're all just kind of vibes forecasting as to what will happen.”
Evans: Major tech incumbents are unlikely to be fundamentally disrupted by AI
“You can look at, you know, Google, Apple, Facebook, Amazon, and say, it's hard to see a problem for them, really, with all of this. You can certainly see questions for all of them and one of them may drop the ball, but it's worth, you know, kind of remembering…”
Evans: Apple Intelligence was the most compelling AI assistant vision yet
“If you go back and watch the WWDC from 20, 24, the whole second half of it is Apple intelligence. That was like the most compelling vision of a personal AI assistant. I've still, still the most compelling vision I've seen.”
Evans: Livermore study shows US data centers consume 0.017% of water
“Livermore lab. Did a study at the end of 2024 where they estimated US data center water consumption, and it came out at about 0.017% of US water consumption.”
Evans: Survey shows only 15-20% of teens are daily active AI users
“Even if you look at like, 13 to 18 year olds or something, it's still like kind of 15, 20% of people are daily active users, and another 20% are weekly active users. And then the other 60% of those people in that demographic, how long you say they are not usin…”
Evans: Enterprises lack spare staff to re-architect workflows for AI
“And so, you're supposed to, like, Completely re- imagine all of the internal workflows of your company and work out which of them could be automated really quickly with AI. That's a project. That's a project that needs like five or 10 people to sit down and sp…”
Evans: Accounting employment has consistently grown despite multiple waves of automation
“There's two charts in the presentation of the number of people employed as accountants, which went up right the way through the 20th century, and has gone up again since the beginning of the 21st century. So you have adding machines, and punch cards, and mainf…”
Evans: Enterprise software sales take 18 months, exceeding VC funding cycles
“Enterprise software sales cycle is like, 18 months if you're lucky. You know, this is always a problem. The enterprise sales cycle is shorter than the venture backed startup funding cycle. Longer, longer, rather longer. Like it takes you longer to get an enter…”
Evans: Apple has roughly one billion devices capable of edge AI
“And in that situation, of course Apple's got like a billion devices that can run this on edge.”
Evans: AI will amplify society's worst instincts beyond deepfakes
“We connected everybody and unfortunately that meant we connected all the bad people and all of our own worst instincts and every problem in society. And so that will happen again with AI. You know, the, we can deep fake news are like the obvious thing we can s…”
Evans: Wrapping AI in specific use cases fixes blank-screen chatbot UX
“The chatbot is a blank screen in a jagged edge. And what am I supposed to do and what will work? And that's a big problem. And the solution to that problem is to wrap it in, in use cases.”
Evans: High marginal compute costs hinder breakout consumer AI apps
“We don't have breakout a consumer AI apps yet because I think because of marginal cost more than anything else, you can't make it free and get fifty million users and then have a revenue model.”
Evans: 1950s IBM ad pitched refrigerator-sized calculator as 150 engineers
“The ad is, the slogan of the title of the ad is, it's an IBM ad. It says an IBM electronic calculator. This is before it was called a computer. It's an electronic calculator. It's the size of a fridge. It's like having a 150 extra engineers.”