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 5,121 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 43 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
Alibaba Qwen 3 is the best all-around open-weight AI model
“Quen three, and the new 3.6 series, the best all around choice, I think for most people, it's Alibaba's open model. Family. It's quite strong at coding. It's strong at multilingual. It's clean commercial license. They've got a twenty seven billion and a thirty…”
Finn: Hardware bottlenecks and soaring memory costs will persist long-term
“My, kind of thesis, which I think is playing out in front of us right now is we're going to have hardware bottlenecks for a very long time now because the AI build out's happening. And so memory sky, I just bought a memory card for my Nintendo switch to cost m…”
To: Local-first architecture is the key moat against Notion and Figma
“First of all, for me, when I make apps, I look at what is the mode? What is something that I can do with my app that Notion cannot do or Figma cannot do? For me, that mode right now is the fact that everything is local.”
Wilkinson: Built and Runs a SaaS Business Entirely Autonomously via OpenClaw
“And so as a test, before I started doing this in our operating businesses, I basically built a business a SaaS business, and then I've been running it entirely autonomously using OpenClaw.”
Wilkinson: Customer support will not be a human job very soon
“Like support to me is not a job very, very soon.”
Wilkinson: Anthropic and OpenAI will soon launch AI CEO products
“My, I mean, my kind of belief is like pretty soon Anthropic and OpenAI are gonna launch like basically like CEOs. So you just be like, I'm just gonna hire a CEO for my company. Give me your data. I'll figure it out. I'll run it. I'll run the whole business.”
Wilkinson: Software Will Face Extreme Pricing Pressure Like Restaurants
“I think pricing pressure is just gonna go crazy because it's like the restaurant industry. Like, you know, restaurants are not a bad business. They're bad because there's too much competition.”
Wilkinson: Software is a worse business now than five years ago
“All I can say is software is a worse business now than it was five years ago.”
Wilkinson: Holding company spends $40k/month on Claude instead of hiring
“So instead of a payroll, we just have a 40,000 dollar a month Claude bill. And it's doing everything.”
Wilkinson: AI-built custom software will collapse vertical SaaS pricing power
“And I think the new world is, you know, if. 400 people in the United States own funeral homes, let's say like 20 of them are smart and no AI, they're all going to build their own software. And so what does that do? That means It's great for the consumer. There…”
Wilkinson: Any software product that is just an API call is cooked
“It's like anything that could be an API call is just cooked. So to me, that's like an API call business. That's like the first thing to get run over.”
Liu: Deploying frontier AI agents across enterprise should reach 100% penetration
“If you took like frontier agents today and deployed them into every one of these categories, you should get to a hundred percent.”
Liu: AI agent TAM is tens of trillions in white-collar GDP
“And, I mean, the TAM for that is, like, not even a trillion. It's, like, probably, like, the whole GDP of, like, all white-collar labor, which is, like, obviously many tens of trillions, right? Like, in, in even, like, the Western hemisphere alone.”
Liu: OpenAI and Anthropic have over $80 billion in combined revenue
“Take opening Ionanthropic alone, right? Let's just say they have a combined revenue probably of like eighty million plus, right? Or eighty billion, sorry, plus right now up from like basically zero a few years ago.”
Liu: AI models will never have infinite context windows due to physics
“I just don't think we're ever going to get to a point to where like a, an AI model can like have infinite context window. Right. And I think there's like a physics to that, right? Like you could just literally only have so much attention on like so much, you k…”
Liu: AI app generation is already a commoditized feature
“App building is just a feature now. It's a commoditized feature, and what it can actually do is, like, go and research the end-to-end of, like, here's actually the business context of what I'm trying to do, and then build the app informed by it, right?”
Brown: Codex beats Claude Desktop by unifying coding and coworking tools
“Another way that I like to think about this is Claude code or this codex is like Claude code and co-work in a single product, but it's even better than that. And the reason why I like it more than Claude desktop is Claude made a decision to split up co-work an…”
Brown: 95% of software development is now as easy as making presentations
“I think vibe coding has gotten so easy that like, 95% of the things that you would want to code, it's as easy as creating a presentation.”
Riley Brown: OpenAI consolidated efforts to integrate Atlas browser inside Codex
“Well, recently they had like this big red alert at their company, and they decided to kind of push all of their efforts into one single app, which was Codex. And now what they're doing is they're just putting Atlas inside. They're basically putting Atlas insid…”
Brown: GPT Image 2 is undeniably the best image model in the world
“Codex has GBT image two, which is the best image model in the world. And again, this is not like up for debate. I'm not, again, I'm really not trying to show anything.”
Brown: AI will control browsers as well as humans within three months
“Cause this is not a year from now. This is like three months away. AI will be able to control any browser like as good of a human.”
Brown: Codex can generate complete working mobile apps from one prompt
“For this, for now, you still need to have a Mac, and you need to have Xcode downloaded, but it can one-shot mobile apps, like full mobile apps.”
Ross Mike: LLMs degrade in performance once context fills past 70-80%
“Cause the model will get dumb as the context window closes, right? So if you have like a context window and I can draw this out, if this is your context window and like the optimal is You're between, like, there's always, like, maybe, like, 10% is already fill…”
Isenberg: Vertical AI TAM Is 10x Larger Because It Replaces Human Headcount
“Vertical SAS captures a fraction of IT spend. You're generally selling software licenses. Humans are operating the tool and you're looking at the 10 to a hundred million dollar outcome. Usually, of course, there's exceptions to that rule. Vertical AI taps dire…”
Isenberg: Converting Legacy SaaS to Outcome Pricing Is a Billion-Dollar Opportunity
“So my, you know, my big point with all this is someone's going to build a billion dollar business doing nothing but converting Okay, converting legacy SaaS to outcome pricing.”
Isenberg: The Asymmetric AI Startup Window Will Narrow Within 24 Months
“I think that there's 12 months where competition starts catching up. Some of the best niches get claimed. Some of the tools get crowded. I think there's probably 24 months where the window narrows. The builders who get started now Are going to start owning moa…”
Isenberg: Marketers will outearn developers in tech over the next decade
“I believe that the wealthiest people will be marketers over the next 10 years, but every YouTube tutorial is telling you how to vibe code.”
Isenberg: Distribution is the new moat as code is fully commoditized
“Code used to be the moat. I think by now, maybe by the end of this, you understand that distribution is the new moat, right? It's the most important thing is distribution. You know, it's scarce, right? AI can't build it. Product is really important, but it, yo…”
Isenberg: Humans using mice and keyboards will soon become the minority
“We bought mouses and keyboards, and we had human beings actually going and clicking and doing things, right? That's, you know, going to be the minority, as weird as it is to say that.”
Moritz Kremb: OpenAI permits OpenClaw OAuth connections while Anthropic officially bans them
“Because OpenAI has stated that they're okay with it. So for them, it's definitely fine to use this OAuth method with Anthropic. It's kind of a gray area a bit. I think officially in their terms of service, it says you're not allowed to do that.”
Moritz Kremb: Anthropic is banning users for connecting OpenClaw via OAuth
“And some people have been getting banned over it. So I do recommend that if you, if you're scared about your account getting banned, just create a new one, create a new account and put the 20 dollar plan on that.”
Greg Isenberg: Jensen Huang called OpenClaw the most important software release ever
“He said that Open Claw is probably the single most important release of software probably ever.”
Gaskill: AI optimization shifted from prompt engineering to context engineering
“Prompt engineering used to be the big thing. It was like, here's the ultimate prompt for going viral on social media, or use this prompt for this. And now it's all about context engineering. It's about how well can you load up your agent with all the informati…”
Henry: TikTok algorithm suppresses content posted directly through APIs
“TikTok knows if it's posted through an API, and it just assumes, like you would, that it's posted by a bot, and it's just botted content, especially in the age of AI, and it gives it very little chance to do well.”
Henry: Local Agent Skills Eliminate Traditional SaaS Hosting Costs
“You can build SAS products as full skills. Now you no longer have to pay for hosting. You no longer have to pay for a domain. You no longer have to pay for storage, handle authentication. You can download Products locally, and the whole, ah, look at what I bui…”
Isenberg predicts autonomous AI marketing agents will cause widespread real job losses
“So I think and then the unfortunate thing is I think a lot of these jobs to be done, and this is where I disagree with a lot of people, is I think that there are, is going to be a lot of job loss. Real job loss.”
Vin: Autonomous Agents Can Be Steered Entirely via Knowledge Vaults
“And now instead of like managing an agent or talking to another human about working on something, I just focus on managing this vault. This is like the new source. I just continually try and make it so that this vault has all of the information needed so that …”
Kevin Rose: Vector Clustering Detects Undisclosed and Illegal Paid News Sponsorships
“I can detect when something is a paid sponsorship, even when sometimes people aren't calling it out as such, which is like really scary and illegal, because I will see, I can detect the similarity and distance difference between the vectors of the published co…”
Kevin Rose: Building Custom Personal Apps Will Become Norm Within Six Months
“If there's a workout app that you don't like because the buttons placement doesn't do it for you or doesn't track one key core metric, like you just build your own. Right. And like, that's going to be the norm in, you know, if it isn't already, it's gonna be t…”
Kevin Rose: VC Will Evolve Dramatically as Founders Bootstrap $10M Businesses
“I think VC is going to evolve dramatically over the next couple of years. Cause I believe that people don't need to raise capital and oftentimes most ideas, especially like just great lifestyle businesses that get to, you know, two, four or five, ten million i…”
Finn: Local multi-agent pipelines will automate video production in 45 seconds
“Now five different models locally on my computer are going to basically process this video and in 45 seconds The entire production process is over, and it's going to be uploaded on YouTube, right? That's where this is going.”
Isenberg: AI allows agencies to operate with 1/20th the human headcount
“There's an opportunity to use something like this and basically do client work, but the service is, instead of having literal humans do it, you have, I mean, you're going to have some humans manage it, but a lot less humans, maybe a 20th of the amount of human…”
Ross Mike: LLM coding agent performance degrades above 50% context limit
“I generally wouldn't go over 50%, meaning like the anthropic model Opus 4.5 has a 200,000 token context limit. The moment, in my opinion, you've got over a 100,000 tokens, meaning you're using the same session. It starts to sort of deteriorate. That's when you…”
Kerner: Facebook Marketplace APIs Allow Third-Party Apps to Be Built
“I've already looked into it. Don't tell me the API permissions don't allow for it because they do.”
Hoffman: The next six months are the biggest AI search opportunity
“And probably the next six months are gonna be the biggest window of opportunity to take advantage of this marketing channel.”
Isenberg: AI search traffic converts 4x to 5x better than Google
“I think you can expect at least four to five X multiple, you know, on conversion, which is crazy, but it makes sense if you think about it because you're, When you Google something, you have, you know, a thousand blue links that you can go and click, but when …”