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
Desai: Enterprise leaders want AI that replaces legacy systems of record
“Because you will have my attention as a leader, if you say I'm going to replace it, it's going to be cheaper, it's going to be faster, it's going to be better, and oh, by the way, I have disrupted pricing, and for the value you get, that's when you pay me the …”
Desai: Only about 10 AI-native companies have reached $100M ARR
“Like if you think about however you define success for AI native companies, whether it's a hundred million ARR, billion ARR, pick one. There are like 10 companies like that today, today.”
Michael: Autonomous systems could consume 30% of defense budget within 10 years
“So, you know, in 10 years, it wouldn't surprise me if 20, 30% of the budget is, is, is spent on those kinds of systems.”
Michael: DoD Deployed DOGE Recruits to Build Defense AI Initiatives
“The talent they brought into every department could then be deployed on other projects like the AI action plan that we did with Gen AI. So, because they were already, like, Elon chose technically sophisticated people. There weren't all engineers, some were law…”
Michael: US defense industrial base was unready for recent conflicts
“Defense industrial base sort of wasn't ready to provide what's necessary for the threat environment. And if you think about threat environment, what we've done in Iran, what we've done in Venezuela what we've done with the Houthis, like all just in one year, r…”
Michael: China's military buildup is the largest in world history
“The buildup, the military buildup in China is the biggest military buildup in world history.”
Michael: SpaceX, Anduril, and Palantir all sued the Pentagon for first contracts
“SpaceX and Anderil and Palantir all had to sue the Department of War for their first contract.”
Michael: DoD is Close to Making the Defense 'Valley of Death' Minimal
“So all these funding cycle mechanisms are a way to get at that valley of death. And I think we've got, we're really close to sort of pinching, pinching that. Into, to being very minimal if it exists at all.”
Emil Michael: Golden Dome is exploring intercepting targets from space
“For Golden Dome, which you've heard about, we're looking at how to take things out from space, which is a compelling, really complex, but interesting proposition.”
Michael: The US relies on China for drone brushless motors
“A brushless motor goes into a drone. We're dependent on China for brushless motors.”
Michael: The US does not manufacture fiber optic cables domestically
“I mean, you know, fiber optic cable, we don't make fiber optic cables in this country. Fiber optic, you know, basic fiber, which they're using in the Ukraine and Russia war to do drones because they're jamming and all that, and we use for telecom and all that.”
Huang: Cursor, Claude, and OpenAI enterprise usage maintain strong margins
“Cursor, their margins are great. Claude's margins are great. For the enterprise use of OpenAI, their margins are great.”
Huang: Radiology software is 100% AI-powered, but radiologist headcount grew
“A hundred percent of radiology applications are now AI powered. That's completely true. And in some eight years time, it is now completely pervaded radiology. However, what's interesting is that the number of radiologists increased.”
Huang: Servicing a billion robots will be the planet's largest repair industry
“Just imagine we have a billion robots. It's going to be the largest repair industry on the planet.”
Gil: Chinese open-source AI models rank among highest on benchmarks
“Some of the highest
Scoring models against benchmarks now are Chinese models on the open source side.
On the closer side, it's still a lot of the US models, but things like Quinn, DeepSeq, et cetera, are doing very well.”
Huang: Without open-source AI, startup and enterprise development would suffocate
“Without open source, as you know, startups would be challenged. Companies that are in, in different industries, whether it's manufacturing, or transportation, or it could be in healthcare. Without open source today, all of that AI work would be suffocated.”
Huang: Omni-capable 'God AI' will not emerge within the next year
“God AI is not showing up next week. I'm fairly certain of that. God AI is not, not going to show up next year, but the whole world needs to move forward next week, next year, next decade.”
Huang: Cheaper AI will enable multi-agent safety monitoring networks
“If the marginal cost of AI is going to go down significantly, that one AI is going to be monitored by millions of AIs.
And more and more AI is going to be monitoring, monitoring each other.
People don't, can't forget that an AI is not going to be an agent by i…”
Huang: NVIDIA NVLink 72 is the world's lowest-cost token generator
“Our latest innovation, MVLink, 72, we're the lowest cost Token generation machine in the world by enormous amounts.”
Huang: Self-driving would be at the same stage starting 3 years ago
“In a lot of ways, if we were to started self-driving cars probably three years ago, it would probably be exactly the same place.”
Huang: NVIDIA self-driving stack is rated number one in safety globally
“NVIDIA's self-driving car stack, by the way, number one rated safety in the world today.
Number one.
We just got that rating today.
last week, and number two is Tesla”
Huang: The next 5 years in AI will be dominated by verticalization
“My prediction would be over the course of the next five years, the excitement is going to be verticalization.”
Huang: US-China relationship will improve under Trump administration
“I am optimistic that, that our relationship with China will improve. That President Trump and the administration has a really, really grounded and common sense attitude about and philosophy around, around how to think about China.”
Huang: NVIDIA would be worth hundreds of billions even without chatbots
“If you, if generative AI, well, excuse me, if chatbots, let's just go, you know, OpenAI and Anthropic, Gemini. If none of that existed today, NVIDIA would be a multi-hundred billion dollar company, and the reason for that is because, as you know, the foundatio…”
Huang: OpenAI's revenue would scale 10x with 10x compute capacity
“First of all, if OpenAI currently has twice the capacity, their revenues would double. You guys know that. If they have 10 times the capacity, I really believe their revenues would 10 times.”
Huang: NVIDIA's autonomous vehicle business is approaching $10 billion
“NVIDIA's AV business It's coming up on ten billion dollars. Nobody ever talks about that, and because you have to train world models, you have to train these AI, AVs, and it's happening, robo taxis happening all over the world.”
Guo: Someone Will Make Hundreds of Millions Trading Markets With LLMs
“From a prediction standpoint, personally, I think we're going to see somebody make a lot of money, hundreds of millions of dollars, trading markets with LLMs next year. It's inevitable.”
Guo: Sentiment Will Collapse Around Small-Scale Humanoid Robotics Startups
“One is there's going to be like some collapse of sentiment around a set of robotics companies next year, not because it like actually isn't as a field going to progress, but because, you know, people are beginning to project timelines and you know, not everybo…”
Audio AI progress requires architectural breakthroughs rather than raw compute scale
“The main part that I think is different in audio space is that you don't need the scale as much as you need the, Architectural breakthroughs, the model breakthroughs to really make a dent.”
Voice conversational AI will pass the Turing test within a year
“I think this is, is good for customer support or customer experience, but it's still a way away from like conversation like we have and like passing that Turing test. So I think this is still like a, at least a year, like within a year. And then you will have …”
Staniszewski: AI research is only a head start; ecosystems create lasting value
“The thing that will really give that long-term value is the ecosystem that you create around, whether that's the run and distribution, whether that's the collection of voices you can have, the collection of integrations you can build, the workflows that you ca…”
Staniszewski: Cascaded voice architectures will dominate enterprise for 1–2 years
“And of course, depending on the use case, if you are, like, enterprise-reliable use case, the cascaded approach is the approach for the next year to...”
Pereyra: AI models won't change senior partner or senior engineer roles anytime soon
“When we think of the best partners we've worked with, I don't think the models are doing what they do anytime soon. And I think what's interesting is I think the role of law firm partners actually doesn't change that much in the same way. I don't think the rol…”
Pereyra: Law firms will 10x in size again due to AI
“Law firms have like 10 X in size compared to before computers and the internet. And I think that's going to happen again, but in like maybe a different way than the past 20 years.”
Wickramasekara: Major pharma increasingly licenses drug molecules from China
“We've seen this huge uptick in pharma going to China and buying molecules that they typically would have bought from American biotechs.”
Wickramasekara: Clinical trial optimization is a red herring versus molecule quality
“People get very focused on clinical trials because they're like the biggest line item. And they're important, don't get me wrong, but I think it's actually a bit of a red, red herring. Where, ah, yes, there are operational problems. Like, some studies are desi…”
Ramaswamy: Slootman Stepped Down Because Snowflake Was Slow on AI
“I think what happened was the company was a little slow to reacting to changes from things like machine learning and AI. And that was a little bit of, honestly, the reason why Frank voluntarily pushed for the change, because he felt presently that we are heade…”
Ramaswamy: Line Between Agentic Systems and Pure Software Will Be Bloody
“But on the other hand, I think the line between what an agentic system like this is going to be and what like pure software is going to be will be absolutely is going to be bloody.”
Ramaswamy: Why Google Failed in Shopping and Travel
“Google, for example, stopped that information. God knows I spent enough time trying to get into physical things like shopping or airline purchases or hotels. We didn't really succeed because we didn't have core competence really in some fundamental way beyond …”
Ramaswamy: A Multi-Cloud Data Platform Can Become as Large as a CSP
“A data platform that especially spans CSPs has the right, you have to earn it, has the right to be as large as a CSP itself.”
Ramaswamy: Advertising Will Reinvent Itself in the Conversational AI Era
“It will reinvent itself in the chat world.”
Ramaswamy: Google's PageRank Ran Out of Juice by 2004
“The insight that powered Google was PageRank. It was a way of harnessing the power of the entire internet to figure out what was popular and what was not. But PageRank ran out of juice. Like in six years, like 2004 or five. And while Google never really liked …”
Foody: AI job displacement will happen rapidly and cause political fallout
“I think displacement in a lot of roles is going to happen very quickly, and it's going to be very painful and a large political problem.”
Lloyd: Engineering expertise is not devalued and is more important than ever
“What I really don't think though is like engineering expertise is going to become devalued. So I think it's actually in the short term, at least it's more important to know what you're doing as an engineer than it ever has been.”
Lloyd: Agentic code review will be bundled into broader dev platforms
“Some things that are vertical right now, like, I actually, I think will, like, for instance, like agentic code review. Take that. To me, that's Should be part of a like holistic agentic development platform, not so much a standalone thing.”
Lloyd: OpenAI Will Subsume Best ChatGPT Apps Using Platform Data
“I don't know if you saw OpenAI Dev Day yesterday, but they're clearly doing this platform play within ChatGPT now where it's like you have apps within ChatGPT. I'm sure they'll use that data to Sort of subsume or take over whatever the best first party integra…”
Lloyd: Upgrading Anthropic models gave Warp only modest SWE-bench gains
“Like, if you take, like, Sonnet four to four five, and we're big partners with Anthropic, they have great models, like, that was, like, a few percentage point increase on Sweebench for us. And we invest, you know, we've invested a decent amount to be one of th…”