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 5,957 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 100 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
Parakhin: Liquid AI could beat frontier models with equal compute
“I think if they if they had similar level of compute, they would be very competitive and maybe even beat the largest models, at least from what I've seen.”
Swix: Standalone Vector Databases Are Over as a Category
“Everyone has vector indexes now, but like, I think it's fair to say vector databases as a standalone category are over.”
Sachs: AI Model Quality Varies Between First-Party APIs and Cloud Providers
“Companies that say they're selling the same model through different vendors, whether it be through first party or Bedrock, Azure, et cetera, we do see different qualities sometimes, and that's not necessarily what's advertised.”
Lopopolo: Coding models and harnesses are now isomorphic to human engineering capability
“The models are there enough. The harnesses are there enough where they're isomorphic to me and capability and the ability to do the job.”
Lopopolo: Coding models have largely solved all tasks except hard and new
“And I think things that are hard and new is still something that the models need humans. Yeah. Drive. Yeah. But I think those other quadrants are largely solved, given the right scaffold and the right thing that's going to drive the agent to completion.”
Lopopolo: Bearish on MCP due to forced token injection and compaction issues
“MCPs I'm pretty bearish on because the harness forcibly injects all those tokens in the context and I don't really get a say over it. They mess with auto compaction. The agent can forget how to use the tool. There's probably only like, what, three calls in Pla…”
Andreessen: Three-year-old Nvidia chips make more money today than when new
“The current models are getting better faster at such a rate that if you are running an NVIDIA, if you're running an NVIDIA inference chip today that's three years old, you're making more money on it today than you did three years ago. Because the pace of impro…”
Andreessen: Autonomous AI agents will inevitably hire humans for tasks
“The agent hiring the people, which of course is going to happen, right? It's obviously going to happen.”
Andreessen: Programming languages may not exist as a concept in 10 years
“Like I kind of think in 10 years, like I'm not sure, yeah, like I'm not sure there will even be a salient concept of a programming language in the way that we understand it today.”
Andreessen: AI will never transform existing US K-12 public classrooms
“How are we going to apply AI in education? The answer is we're not because it's a literal government monopoly. It is never going to change the end, and there is nothing to do. By the way, you can create an entirely new school system. Like that's the one thing …”
Manning: Vision understanding stalled; language does 90% of work in VLMs
“I mean, I think it's fair to say that, you know, vision understanding sort of stalled out, right? You got to object recognition, and then progress just wasn't being made, right? If you look at any of these vision language models, it's the language that's doing…”
Manning: Yann LeCun underestimates language and symbolic representations in intelligence
“Jan LeCun is a dear friend of mine but he has never appreciated the power of language in particular or symbolic representations in general. Yarn is a very visual thinker. He always wants to claim that he thinks visually, and there are no words, symbols, or mat…”
Manning: Transformer internal weights can act as joint representations for world models
“I'm not actually convinced that's right, because although the token production is this autoregressive process that's heading, you know, left to right, I guess don't have to be left or right, but anyway, in sequence of tokens, we could have right to left Arabic…”
Sun: Neural rendering with world priors will replace rasterizers and DLSS
“We actually believe that this is going to be the next paradigm of rendering. So it's going to replace how rasterizers, it's going to replace DLSS today because it not only has these pixel prior that's learned from the world, such that you can literally play an…”
Sun: Pixel-coherent world simulators are overrated for causal reasoning and embodied AI
“Having a world simulator that can produce pixel coherency is very, very useful for games and, you know, marketing and all these things, but it's not as useful as people think when it comes to causal reasoning, when it comes to embodied AI.”
Unnamed materials foundation model is only 5x faster than DFT and unreliable
“It's only in my hands the one I'm still not naming is only about five times faster than my fastest DFT calculation on a GPU, and it also doesn't work all the time.”
Rieseberg: Future of software will not be hyper-personalized individual apps
“I actually don't think that the future is going to be hyper personalized software down to the point where everyone is running their own version. Like, I actually think it's going to be quite hard for one of us to have our own internal chat tool.”
Shah: Claude Code avoids indexing because vendors profit from high token usage
“They could index the code and cursor does, but plot code does not. And I believe this is also because they are not incentivized to utilize less tokens by the end user, because they're just offsetting the cost of indexing, et cetera, to tokens and time that the…”
Nelle: Developers do not hand-code or edit files directly anymore
“People like don't really edit files, hand code anymore. And so we want to build for where that's going and not where it's been.”
Levie: Software engineering remains one of the most protected job categories
“I always laugh when, you know, people say, you don't need to be an engineer. Don't do computer science. I actually think like that is like still one of the most protected job categories because things are only getting more technical. Things are only going to g…”
Dylan Patel: Political coup in Taiwan is more likely than full invasion
“What I think is most likely is that there is some sort of political coup or action. That destabilizes Taiwan in some way but doesn't actually, doesn't necessarily lead to an invasion, a full-scale invasion, and so sort of this is the best of the both worlds fo…”
Patel: China Has World's Most Advanced Standalone Chip Supply Chain
“China, China has by far the most advanced supply chain in semiconductors if you just look at China itself, right?”
Patel: Anthropic added $2B in monthly revenue at positive margins
“Anthropic doesn't just add two billion dollars of revenue in one month. You know, with, without having, you know, huge demand and they're doing it at positive margins, right?”
Patel: Google will have zero free cash flow in 2027 due to AI CapEx
“There's no reason why Google will have any profit in 27 at all, right, in terms of cash flow. They will just spend every dollar they make On, on AI infrastructure.”
Patel: AI backlash will be the top issue in the next election
“And I think that's gonna be, like, the hottest button issue of, like, the next election, right? If not the midterms, right? And it seems obvious to me that, like, any party that wants to win should just become the anti-AI party.”
O'Laughlin: Excel, Bloomberg, and Traditional IDEs Are Obsolete Due to AI Agents
“I believe every one of these IDEs are done. It's dead over and gone and dead. I just think it's, why? Why? It doesn't, like, just imagine the concept of you. Like, I remember when I learned Bloomberg. I had to, like, watch videos to learn about all the random …”
O'Laughlin: Google and Meta will see free cash flow drop to zero
“Google, I would argue, is going to free cash with zero. I think Meta will go to free cash with zero.”
Casado: Frontier AI Labs Could Outspend and Consume Application Layer Startups
“It literally becomes an issue of like raise capital, turn that directly into growth, use that to raise three times more. And if you can keep doing that, you literally can outspend any company that's built. Not any company. You can outspend the aggregate of com…”
Bissell: CCP bias is identifiable in Qwen and DeepSeek-R1 representation spaces
“Well, there's, there are certainly internal, yeah, parts of the representation space where you can sort of see where that lives.”
White: Molecular dynamics and DFT are overrated in materials science
“So, I think molecular dynamics is overrated. And DFT is overrated. In fact, DFT may be even more overrated than like the dynamics.”
Yi Tay: Gap Between Closed AI Labs and Open-Source Is Increasing
“I think the gap is definitely increasing.”
Yi Tay: IR and RecSys research lags significantly behind NeurIPS and ICML
“Also the IR community and the retrieval community is also like always behind the mainstream. And then now it's just probably gotten even more worse because of ILM and stuff. So, okay, I'm getting into Hottick territory, but it's just, like, certain conferences…”
Hill-Smith: Google used unpublished 32-shot CoT to claim Gemini beat GPT-4
“Back when I'm Googled a Gemini one when I ultra and needed a number that would say it was better than GPT four. And Like, constructed I think never published, like, chain of thought examples, 32 of them in every topic in MLU to run it, to get the score.”
Western open AI research has lost the top spot to China
“Western open science and research discourse has no, has lost the number one spot to China.”
Catanzaro: RL Environments Are Just a Temporary Industry Fad
“So, I know I'm going on record on this, and like, I'm actually okay to be wrong, but I think RL Environments is just a fad.”
Yegge: Senior engineers with 12-15 years experience hate vibe coding most
“It's not junior engineers. It's not non-engineers. They're all vibe coding. It's senior engineers, senior leaders people who have, so basically you can narrow it down to. 12 to 15 years of experience. They hate vibe coding and they hate AI and they're online g…”
Yegge: Claude Code is too hard for most engineers
“And the answer is it's too hard. It's too hard. You have to be able to read, man, most engineers, honestly, like to them, five paragraphs is an essay. Okay. And with cloud code, you've got to read waterfalls of not just information, but also code and diffs, ri…”
Yegge: Rewriting code from scratch with LLMs beats trying to fix it
“And now we've discovered that it is for a larger and larger and larger class of Piece of bodies of code. It is better to just start over and rewrite it from scratch than it is to try to fix it. The LLM will do a better job.”
Pliny: Locking down proprietary models fails because attackers switch to open source
“I think that any, you know, seasoned attacker is going to very quickly just switch models and with open source, just right on the tail of closed source. I don't really see the safety fight as being about locking down the latent space for XYZ area.”
Pliny: Benchmark-focused AI safety serves PR and enterprise sales, not real alignment
“And it helps with PR and enterprise clients. But at the end of the day, It has very little to do with what I consider to be real world safety alignment.”
Fanelli: Packaged AI security products cannot be taken seriously right now
“In AI, the surface to attack, which is the model is like still changing so quickly. They're like, you know, trying to formalize something into a product or like try and do something that is like a full, you know, I'm selling AI security. It's not really, you c…”
Pliny: Latent-space AI safety guardrails fail every single time
“They tried to solve this on the latent space level. I think I've It's shown every single time that that doesn't work.”
Mirzadegan: Salesforce's new CPQ replacement product is non-existent or flimsy
“Salesforce, which is like the gorilla in the room, they have like 95% market share. They have end of life, their CPQ solution, and they're making everybody move to a new product. Okay. So they are trying to do this. That product does not exist yet. If it does,…”
Ubl: Anthropic's Boris Power Vibe-Codes From a Position of Privilege
“I think he comes from a particular position of extreme unusual privilege, which is that he works at an AI lab where like people in the office next door are like writing the evals and are like training the model like every day in exactly that way.”
OpenAI Has Effectively Won the Consumer AI Market
“Now that means we're at a point in consumer where, maybe this is too early to say, but OpenAI has kind of won, right? Like, How do you catch up to something where model quality is not going to be differentiated? You already have the users, you already have the…”
Ravisankar: Developer workforce will expand significantly in the future
“I actually think you're going to see a proliferation of developers. I think you're going to see Way more developers in, in the future. I think the job role will change for sure. I think it's not going to stay the same, but I think you're going to see way more.”