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 3,312 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
Vogt: Winning Autonomous Driving Stacks in 2025 Will Not Require LiDAR
“If you're making a bet on the right technical approach in 20, 25, it does not involve a bunch of expensive LIDARs or exotic sensors. It involves the most commodity is sort of, you know, high volume, readily available sensors you can get, and probably just seve…”
Vogt: Founding a Startup to Commercialize PhD Research Is a Red Flag
“They will leave their academic program because they want to commercialize their research, which to me is like a huge red flag, because that means you are, you're saying, I'm not going to be flexible on how I solve the problem. I'm going to force my solution in…”
Vogt: China is years behind top US companies in self-driving
“I think even though they may be doing a lot of teleoperation and other things there, I do think that China is still years behind, behind the best US companies for self-driving.”
Vogt: Cruise was decimated by GM abandoning priority and support
“We got completely decimated by GM's like lack of, you know, priority and then completely abandoning crews.”
Caruso: LA reservoir was drained for repairs despite high fire risk
“There's a whole reservoir that was empty. That was drained because they wanted to have repairs on it. Well, we had a fire in Malibu, 10 minutes from the Palisades fire, three weeks before. That's probably a pretty good sign that we needed to be prepared, and w…”
Caruso: Palisades hydrant failure was caused by empty reservoir, not broken pipes
“The hydrants are empty. We're not getting water. It had nothing to do with broken pipes. It had everything to do with the reservoirs not being filled. Everything up there is gravity flow. So those reservoirs draining are coming into the hydrants, and there's p…”
Clerico: Wildfires Surged Due to Forest Management and Grid, Not Climate
“The reason that wildfires really reached a crescendo in the last 10 years, in my opinion, is not because of climate change, it's because of things like forest management, it's because of the way we've constructed our electrical grid, sort of more acute, self-i…”
Clerico: Regulators, not utilities, block wildfire infrastructure investments
“And so there's sort of this, I think, ill-informed narrative that the utilities don't want to spend the money.
They actually love to spend the money and they would die to spend that money.
The issue is the regulators and the ratepayer advocates that basically …”
Clerico: Electric bills must rise to reflect California wildfire risk
“The cost of energy generation is sort of artificially low right now.
It does not reflect the risks of wildfire.
And so it probably means that electric bills need to go up, particularly in sort of high fire risk areas to fund a lot of this capex.”
Wang: The path to AGI resembles curing cancer, not a vaccine
“My biggest belief here is that the path to AGI is is one that looks a lot more like curing cancer than developing a vaccine. And what I mean by that is I think that the path to build AGI is going to be in, in, you know, you're going to have to solve a bunch of…”
Wang: AI gets no positive transfer across modalities like video to text
“My understanding there's no positive transfer from learning in one modality to other modalities. So like training off of a bunch of video doesn't really help you that much with your text problems and vice versa.”
Wang: No strong evidence that video creates useful AI world models
“I don't think there's strong scientific evidence of that yet. Maybe there will be eventually.”
Torres: Paul Graham's 'do things that don't scale' rule is obsolete
“I think I want to challenge like Paul Graham says, do things that don't scale. I think that that's game over for that statement, right? I think now we only have to do things that scale.”
Ejeckam: AI data center demand will crash the grid without novel cooling
“We believe that a consciousness that if a material science and more specifically a physics or chemistry approach to solving the heat problem is not used today, that the needs of AI data centers around the world is based on projections today will crash the grid…”
Humanity Will Achieve Broadly Capable AGI but Will Not Build God
“We will build AGI if what you mean is very useful, generally capable technology that can do a lot of the stuff that humans can do and flex into a lot of different domains. If what you mean is, you know, are we gonna build God? No.”
Falling AI API Prices Stem From Price Dumping, Not Commoditization
“I don't think that models are actually getting commoditized. I think what you see is you see price dumping. And so you see people giving it out for free, giving it out at a loss, giving out at zero margin. And so they see the prices coming down and they assume…”
Huang: Incumbent SaaS platforms will flourish with AI agents, not be disrupted
“People, people say that these SaaS platforms are going to be disrupted. I actually think the opposite. That they're sitting on a gold mine, that, that they're going to be this flourishing of agents that are going to be specialized in Salesforce specialized in,…”
Huang: In 2-3 years, every science breakthrough will use generative AI
“If we give ourselves another couple, two, three years, the world's going to change. There's not going to be one paper There's not going to be one breakthrough in science, one breakthrough in engineering where generative AI isn't at the foundation of it. I'm fa…”
Mansour: Kalshi is the sole legal, regulated US election trading exchange
“So we won this month, and the cool thing now is, like, it's the first time in a hundred years that betting on the election, trading on the election is actually legal in the U.S., It's finally back to actually being legal, and this time it's actually regulated,…”
Mansour: Most data science and published health papers are "total garbage"
“One, generally speaking, don't listen to data scientists. Data science is mostly bullshit. Health papers and stuff like most of them are just total garbage.”
Mansour: Kalshi predicts daily weather better than most stations
“Like we can predict daily weather more accurately than most weather stations.”
Waymo's autonomous driving technology is fundamentally centered on AI, not hardware
“It's all about AI. Full stop. Like we talked about, you know, a few big breakthroughs that allowed us to get to where we are today. You know, content, transformers, big Ness now, you know, most recently kind of combining the Waymo AI with the congenital knowle…”
Dolgov: Camera-only systems are not safe enough for full autonomy
“Same, same for us. We can, you know, take something away and we can answer that question. Like, is the performance, can you still drive? Of course. Is the performance good enough? For full autonomy, and is it good enough for our bar of readiness and safety? An…”
Elad Gil argues mainstream use of artificial wombs would harm society
“There's advances in science where, you know, you can now grow I can't if they use lamb or what, you know, up to some, you know, number of weeks of gestation, right? In a literal kind of membrane that's fed in nutrients and stuff. And if you'd asked me 10 years…”
Goyal: TypeScript's type system makes it better suited for AI than Python
“Another thing is that TypeScript as a language is inherently better suited for AI workloads because of the type system. So the type system basically allows you to launder, you know, the crazy stuff that comes out of an AI model into a well-defined structure th…”
Khan: Antitrust evolved from broad structural metrics to narrow short-term price effects
“And so the SA was a way to use Amazon as a way to tell a broader story about the history of our antitrust laws and how we had evolved from you know, Viewing this issue of dominance and monopolization through a broader prism and a broader understanding of the d…”
Khan: FTC Finalized Rule Banning Most Employment Non-Compete Clauses
“A few months ago, the FTC finalized a rule that would ban non-compete clauses in the vast majority of employment contracts.”
Tech companies pivoted to AI because their existing product roadmaps sucked
“What I would say about other companies that are doing AI products is that for the longest time, their roadmap sucked. They didn't know what their next proximal feature was going to be that was going to generate revenue. They didn't have another skew idea with …”
Karpathy: Tesla is ahead of Waymo because software is easier than hardware
“I think, personally, Tesla is ahead of Waymo, and I know it doesn't look like that, but I'm still very bullish on Tesla and its self-driving program. I think that Tesla has a software problem, and I think Waymo has a hardware problem, is the way I put it, and …”
Steinberger: It will eventually be responsible to replace human CEOs with AI
“There'll be some CEO system, and then, like, the responsible decision will be to, you know, like, have that thing be the CEO, and then, so that will happen at some point.”
Franceschi: Human-level AI will eliminate the need for traditional ERP systems
“And I think as you bring a lot of that data with, you know, assuming AI will get there and essentially operate with human level performance, you won't need anymore this concept of an ERP, and then you effectively have sort of this real time layer into what's h…”
Guo: Daron Acemoglu fundamentally misunderstands AI scaling and technology
“Darren's arguing about something he doesn't understand. Like he, his claim is, you know, how do we know scale works? More data won't make customer support reps better. I think like that's just a fundamental, like misunderstanding of the technology and also obj…”
Knoop: AGI progress has stalled over the last five years
“You know, my belief is that AGI progress has really stalled out over the last four or five years.”
Knoop: ARC-AGI is the only true AGI evaluation that exists
“Arc AGI to best of my knowledge is the only true. AGI eval that actually exists in the world and measures a actually good definition, correct definition of what AGI is, which we can talk about.”
Knoop: LLMs are high-dimensional memorization, not general intelligence
“Effectively what large language models do today is they are high dimensional memorization systems, right? They are trained on lots of training data. They're able to find and generalize patterns off of the training data that they're trained on and then apply th…”
Knoop: Purely scaling language models will not achieve AGI
“Scaling language models purely will not get there.”
Knoop: Legislating AI research from theoretical capability predictions is dangerous
“I think it's incredibly dangerous to try and make predictions about future capabilities, about where the technology will go and make rules, legislations, laws.
Like prohibiting or enforcing or requiring certain research directions through a theoretical lens.
I…”
Knoop: ARC solution will likely need under 10k code lines, not massive LLMs
“It's quite likely actually that the solution it can be like written in like 10,000 lines of code or less. And it's not gonna require these like, you know, gigantic You know, two hundred billion large parameter models in order to solve it.”
Tan: SF declined because people feared advocating for basic policies
“I think that SF got very, very bad because you couldn't say basic things like, I believe in algebra for middle schoolers, right?”
Tan: Politically motivated education researchers control math curriculum debate
“There are researchers who are highly politically and ideologically motivated who have Control of the apparatus that is like, you know, sort of quote unquote science, I guess. And then you have real scientists, real mathematicians, real computer scientists at B…”
Alexandr Wang: Achieving AGI will take multiple decades of solving individual problems.
“My biggest belief here is that the path to AGI is is one that looks a lot more like curing cancer than developing a vaccine. And what I mean by that is I think that the path to build AGI is going to be in, in, you know, you're going to have to solve a bunch of…”
Alexandr Wang: Cross-modality training produces no positive transfer between video and text.
“I think the main thing, fundamentally, is I think there's very limited generality that we get from these models and even for multimodality, for example my understanding there's no positive transfer from learning in one modality to other modalities. So like tra…”
Scott Wu: AI will lead to more software engineers, not fewer
“I think if anything, there's going to be more engineers, not less and I'll kind of give two reasons why. I think the first is there's just so much demand for engineering out there and so much demand, honestly, even in ways that we don't always think about, rig…”
Peebles: Sora will evolve into interactive world simulators with autonomous humans
“And so looking forward, as we continue to scale up models like Sora, we think we're going to be able to build these, like, world simulators, where essentially, you know, anybody can interact with them. I, as a human, can have my own simulator running, and I ca…”
Peebles: Video models will eventually surpass humans as physical world models
“We're optimistic that Sora will, you know, supersede that kind of capability and will, you know, in the long run enable it to be More intelligent one day than humans as world models.”
Chase: Open-source models still lag behind Claude 3 and GPT-4
“Like there's, I think we see increasingly interest in open source, but the reasoning abilities are still just like lagging behind Cloud three or GPT four. And I think like for a lot of the applications that it kind of, it probably depends on the types of appli…”
Srivastava: The ease of running CUDA workloads on AMD is significantly overstated
“I've, I personally think that it's pretty overstated how easy it is to run something that looks like CUDA or CUDA in some form on an AMD chip seems, seems like a challenge to me.”
Liberty: OSS Vector Database Competitors Are Already Struggling With Commercialization
“And in fact, we already see, even though new players in the vector database space that, that, that basically started to try to take us down, all took the open source angle. We already see them, even young as they might be, they are already struggling, struggli…”