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 1,444 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 13 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: OpenAI will face half a dozen competitors
“I'm not sure, you know, there would be a big debate about whether OpenAI is worth anything right now, or what it's worth based on the fact that there's clearly going to be half a dozen competitors to it.”
Evans: Enterprises require dedicated product UI over raw ChatGPT prompts
“Ask yourself why it is it's a lot easier to go to a company and say, here's a slide maker, than to go to a company and say, well, look, ChatGPT is just multimodal, so just ask what you want. Tell it the slides you want. No, you want UI. You want product around…”
Evans: Ad agencies replace 10-person two-week workflows using ChatGPT and Midjourney
“ChatGPT plus mid-journey means two people in a day instead of a team of 10 people in two weeks.”
Evans: TikTok's Real Threat Is Algorithmic Control, Not Data Collection
“The real Policy problem with TikTok is not that it has personal data, it kind of doesn't really, it's that it's deciding what you see.”
Evans: Google Gemini generated racially diverse depictions of Nazi stormtroopers
“And so it turned out that if you typed in, give me pictures of Nazi stormtroopers, you got A white person in Nazi uniform, and a black person, and a Chinese person, and an Asian woman, and so on.”
Evans: Engineering Diversity Alone Cannot Fix AI Dataset Bias
“If you think that you're going to solve this by hiring more women or more black people, you're kind of not understanding what's going on.”
Evans: Massive scale transforms generative AI tools qualitatively compared to Photoshop
“There's a difference when you do, something can be the same theoretically, just at greatest in principle, but a much greater scale and practical and accessible and everything else. And in fact, making something much greater scale and much more accessible, but …”
Benedict Evans: US consumers will likely never return to $150/month TV spend
“It seems very unlikely that you're going to get everybody in America to go back to paying 150 dollars a month for television.”
Evans: Breaking up Google Display will not return ad spend to newspapers
“If you made Google display a separate business, all the people buying ads on Google display are not going to shift Those adds to newspapers, and that's not going to become like a bigger business.”
Evans: Newspapers' core crisis is losing their former distribution monopolies
“The problem, newspapers problem is not that Google and Facebook have a monopoly. The newspaper's problem is that the newspapers used to have a monopoly and they don't anymore.”
Devins: The future of computing is not bigger or more screens
“I don't think the future of computing is having five screens. And the reason that most people don't have five screens isn't because they're expensive and they don't have room. I don't want to work on a spreadsheet that has and see 200 rows and columns at once.…”
Devins: Vision Pro is a destruction test for spatial computing headsets
“One of the things that occurred to me is this is a sort of destruction test of the whole thesis, because if basketball doesn't work on this screen, even that, I mean, it's, yes, it's four grand. Yes. It's heavy. If you put the basketball on and after five minu…”
Devins: Bull case for Apple Vision headsets is 200 million users
“The thesis I'm groping towards is this is something that a couple of hundred, the bull case is a couple of hundred million people will have one of these eventually.”
Devins: Spatial computing headsets will reach mass market in five years
“You're seeing something that if this happens, this is something that will be mass market in some form in five years.”
Evans: Enterprise AI deployment takes three years, not three months
“This stuff does, yes, this stuff happens for the sake of argument, but it does not happen in three months or three, it takes three years. The deployment for that is going to take, yes, the actually turning it into software that's not just ChatGPT.”
Evans: Making work cheaper and accessible often increases total employment
“If you make something cheaper and easier and more accessible, then quite often you have more people doing it, not fewer. If suddenly anybody can produce a beautiful, can produce can make a poster with fonts, that doesn't mean you have fewer graphic designers. …”
Evans: AI wrappers will evolve into specialized vertical software
“What will happen over time is that this will, that those will become part of much richer, much more vertical, much more specialized pieces of software.”
Brody: Selling solely to a celebrity fanbase cannot create an exitable business
“And then there's a third factor, which is the product has to be good. Because if you're building a product that the world doesn't need, doesn't matter if it's authentic, doesn't matter if the, you know, inevitably your audience will dry it. You know, you'll, y…”
Brody: Generational demographics are marketing fiction except for the pre-iPhone divide
“Demography is made up nonsense that isn't true. And I think it's often done to sell consulting services and to make marketing seem like they're creating generations. The truth is, I don't really believe that with one exception, which I'll come back to, that th…”
Evans: Science lacks a theoretical model for LLMs and AGI
“Whereas with AGI, we have no theoretical model for what AGI actually is, and we also actually don't have a theoretical model for how LLMs work. Other than at a very, very high, high level. So we don't actually know what will happen if we give it three X more d…”
Evans: AI startup value will accrue in the intermediate application layer
“And the company creation is going to be in the middle, which is how do you create actual like tools with lots of stuff on top of this?”
Evans: Twitter's erratic changes are Threads' biggest long-term growth driver
“Like the general point here is you cannot build a business there because you can't trust that they won't do something stupid or shut it down tomorrow. And that's probably the biggest long-term positive for threats. Is Elon is going to keep doing this. He's goi…”
Benedict Evans: Augmented reality requires a strict visual realism threshold to work
“Whereas for AR, it either looks like it's there or it looks, or it doesn't. That's the thesis. And so it has to have that base level. And so Apple is basically saying that all the stuff that's on the market now just isn't worth selling.”
Benedict Evans: Spatial computing turns the metaverse into a mere app icon
“With a feature phone, internet was one icon on your telephone. Whereas on a smartphone, the telephone is one icon on your computer. So kind of whole thing gets kind of pulled inside out. And that's sort of the AR VR thesis here that Apple has is no metaverse i…”
Benedict Evans: Meta has spent up to $20,000 per active Quest user
“Yes, I was doing some back of the envelope math earlier, and like, if Meta, you know, like, depending on quite how much they've spent, quite many active users, Meta would spend somewhere between 10 and 20,000 dollars for each active user that they have on this…”
Benedict Evans: VR cannot become general computing without text-capable high-resolution screens
“You need the screen that Apple has shipped to do text at all. And you have, and you could propose that you can't do anything other than games, maybe fitness, maybe VR, maybe, maybe, maybe TV, maybe a couple of other niche things. Without text. And so VR is not…”
Benedict Evans: Vision Pro's absolute upside is iPad scale, not smartphone scale
“The best this is going to be, I think, is this is a pass to be the new iPad. It's a pass to be Hundreds of millions. That's the upside case for this, because you can't wear it everywhere. It's not something that five billion people are going to carry with them…”
Benedict Evans: If a $500 Vision Pro fails, the VR headset dies
“This is a sort of a destruction test on VR. If this doesn't make VR Work. Never mind the price. Then that's it. VR's done. ... Like if this doesn't, when this gets to 500 bugs, if it doesn't work, VR is done because this is the device. There is no, there's not…”
Evans: Apple will sell 200,000 Vision Pro units in 2024
“I'm not the right analyst to ask, but you know, they're not going to sell fifty million of them next year. They might, you know, they might sell a couple, they're going to sell a couple of 100,000.”
Benedict Evans: Fixing LLM hallucinations does not require achieving AGI
“And you could say, well, if that gets fixed, then we've got AGI, but actually I didn't think that's true because one way to fix it might be that it could just say, I don't know. The problem at the moment is it might not know and give you make something up, or …”
Benedict Evans: Banning facial recognition is absurd because ML is commoditized
“But in general, machine learning has become a commodity very quickly which is sort of the absurdity of people saying, well, we have to ban face recognition, or you can ban it, but that won't work. Cause it's just a commodity technology.”
Evans: AI summarizing content without referral traffic makes publisher expropriation claims valid
“And it's not, now they actually are using the content and not sending the traffic to the newspaper. And so that whole newspaper argument that you are using our content goes from being dishonest nonsense to being actually true.”
Evans: Generative AI does not destroy search advertising economics
“I mean, this is kind of, you know, like the kind of the, like the first five minute reaction to GPT, 3.5 is this is a catastrophe for search advertising, which you kind of pull back and think, well, it's already not actually, you know, if I get, I can go to ch…”
Evans: Technologists confuse engineering architecture with actual end-user problems
“The open source fallacy should also give people a lot of caution, which is, The difference between what technologies think matters and what users would like and the problems that users have. And, you know, I don't have access to the source code of my phone is …”
Evans: Synthesizing styles from millions of images isn't copyright infringement; direct copying is
“If I've now looked at millions of pictures of wizards and I draw something, do I have to pay them? Like, no. If I copy your thing, do I have to pay you? Well, yes.”
Evans: Existing copyright frameworks fail to map onto generative AI
“You can't just say, well, this is what copyright law says. And this is a derivative work, and that's fair use. That's not really what's, that doesn't map very well to what's happening here. It's kind of like taking live performance rights from the early 19th c…”
Evans: Rebuilding ChatGPT from scratch takes 6–12 months and tens of millions
“How long would it take you to make a chat GPT again yourself from zero? And it's like six months to a year and however many tens or hundreds of millions of dollars. So, you know, it's not quite, you know, anyone can do that at home, but it's like, it's also no…”
Evans: Closing AI models cannot stop proliferation because machine learning is out
“They basically, they suddenly stopped disclosing anything and they say this is because they worry this is going to lead to producing Skynet. And so they want to keep the whole thing under control, which is, is, is another topic, which is that the whole thing i…”
Evans: US regulators would block Chinese acquisitions of Netflix over narrative control.
“You wouldn't allow a Chinese company to buy Time Warner, or to buy Warner Discovery. You wouldn't allow a Chinese company to buy Netflix. Not because of privacy, not because you're afraid the Netflix app is going to spy on you, but because you don't want Chine…”
Evans: Privacy concerns span all foreign apps, but algorithmic risks isolate TikTok
“If you're worried about a Chinese app that could have access to device on the phone, then you either just ban all Chinese apps, or you try for a systemic, scalable solution across, like, well, you have privacy laws, you have rules that all apps have to follow,…”
Evans: Amazon Ads Yield Operating Profit Equal to AWS Without Massive Capex
“So if you apply that to 40, forty billion dollars, you get whatever it is, 20, over twenty billion dollars which is roughly the same as AWS, so roughly equivalent operating profit as AWS, And without AWS's 10 or twenty billion dollars of capex attached to it.”
Evans: Amazon ads function as price discrimination to squeeze supplier margins
“This is effectively a way for Amazon to squeeze more margin. Out of its suppliers as much as it is advertising”
Evans: Product search moved almost entirely from Google to Amazon
“What's happened in the last decade or so is product search has moved almost entirely from Google to Amazon.”
Evans: Radically new AI UX will reset default consumer search habits
“Presume that the chat GPT will be 10% worse than Google. I mean, maybe not, maybe it'll be 10% better, but the point is consumers will not care anymore. They will, the experience will be so different that you'll kind of reset people's presumptions and people's…”
Evans: MrBeast transforms TV more fundamentally than Netflix
“Mr. Beast is changing what TV is in a way that Netflix is not. You know, Netflix is a TV company. It's a TV company with a different distribution model. Mr. Beast is, is, is a much more fundamental change in what TV means than Netflix paying TV people to make …”
Evans: Dismissing generative AI over early errors misses the conceptual breakthrough
“And clearly you should be more, if you look at it and you say, well, it makes cats, but the cats have four, have three legs. If you say, well, yeah, it can make some text, but the text isn't very good and it's got mistakes in it. You're frankly, you're an idio…”
Evans: Custom video effects and actor swaps will run on iPhone apps
“Now, what, now, I, well, what is the point in which I say, okay, I would actually like to see that, but I would like to see Don Rickles instead of Go Forever. That, that is not 20 people in a production studio and a whole pile of SFX. That is going to be an iP…”
Goldberg: Only 'one and a half' foundries can produce leading-edge chips
“There's really only one and a half that can really produce at the leading edge, right? TSMC in Taiwan is just way ahead of everybody else. Samsung is kind of the half. They're close, but not quite there. And then there's nobody else.”