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 78 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 3 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
Younis: US is doomed if commercial software firms refuse DOD support
“If small and large commercial software companies don't support our government, and specifically the Department of Defense, we're screwed.”
Younis: Physical AI companies could become larger than digital AI companies
“In this intelligence revolution, The companies that impact the physical world might actually be bigger than the companies that impact the digital world.”
Younis: Autonomous AI training will become completely closed-loop without humans
“I think if you fast forward some years, that will be a completely closed loop, like with no humans intervening.”
Younis: Google's leveling system is identical to General Motors'
“The Google leveling system is the same as the General Motors leveling system.”
Younis: Self-driving features will become cheap or default by early 2030s
“If you had to ask me for what that number is, 28 SOP, 29, start of production, 29, 30, and then by the early thirties, it'll start becoming very cheap to free.”
Younis: Robotaxis will be routine in 200 major US cities by 2030
“It's 26 now. I mean, certainly by 30.”
Younis: Future warfare will be software-defined, not driven by hardware
“I think it's not controversial to say that the conflicts of the future are going to be software defined. They're, it's not going to be very traditional conflicts where you have You know aircraft carriers lining up or you have tank columns”
Younis: Software engineers hold senior defense decision-making roles in China
“In China, this is, you know, this is the reality. Engineers software engineers are very senior within the party and within the defense apparatus, and they are making these decisions”
Younis: Chinese auto dealerships offer assisted parking capabilities nonexistent in the West
“You can go to the dealership and try, you know, assisted, assisted parking in a way that does not exist anywhere in the West.”
Yudis: Tesla and Waymo autonomous vehicle approaches will technically converge
“And so the next kind of 10 years is, and I think what you'll ultimately see is, like, somewhat of a very technical convergence, because the Tesla system is a very sensor light system. It's basically just a camera system. And the Waymo system is very sensor hea…”
Yudis: Transformer architectures bring LLM-style data scaling laws to autonomy
“There's a similar you know, let's say paradigm shift happening in autonomy and in vision systems as well with transformers, and so what that ultimately means in autonomy is the similar dynamics in large language models, you can put lots of data in, and you get…”
Yudis: Widespread autonomous vehicle adoption will occur within 5 to 7 years
“So that's all gonna happen in the next five, seven years. You don't need to go on five autonomy rides to be kind of blown away. And so I think all of that, that, all of that is coming.”
Younis: Autonomous technology could become a commodity by 2029
“So if we look back at 2017, the autonomy doesn't look that much different, the players are generally the same, but I think 10 years from now, autonomy will be very, very different, insofar as it might even be a commodity.”
Younis: Sophisticated AV leaders keep their focus strictly on core algorithms
“One of the easy rules of thumbs of you can see how sophisticated an AV leadership is just asking them, where's that line? And that line, that circle of competence should be as small as possible. That small circle in autonomy is algorithms. That's the coveted g…”
Younis: Foreign governments will protect domestic automakers from Waymo dominance
“The German government won't just let Waymo come take over Germany and let Daimler and BMW go under business, and the same thing is true for Hyundai in Korea, Honda and Toyota in Japan, and the Chinese companies, because there's a recognition that if all of the…”
Qasar Younis: Autonomous vehicles will cause a bloodbath among Tier 1 suppliers
“I think the real bloodbath in this ecosystem is not going to be at the manufacturer's level because consumers have some affiliation to, like, a Tesla vehicle or, like, a Mercedes-Benz, etc. It happens at the tier ones, but where there's that destruction, there…”
Younis: 70% of Applied Intuition's business is non-automotive
“Automotive is like, 30% of our business, so 70% already is non-automotive.”
Younis: Applied Intuition holds hundreds of petabytes of proprietary AI data
“We already have hundreds of petabytes of data.”
Younis: Applied Intuition operates one of world's largest data collection fleets
“I mean, I think we have one of the largest data collection fleets on the planet, frankly speaking.”
Younis: Cruise was outpacing Waymo before operations were halted
“I actually think crews, you know, they were certainly moving at a much faster pace than Waymo. They started way behind, and you're talking about neck and neck when, you know, ultimately the plug was pulled.”
Younis: All physical machinery will become autonomous over a 20-year horizon
“All these things will be fully autonomous. But the intermittent steps are very much what we saw in the PC, where you have this slow step up to one day that'll be like, now nobody really looks at laptop specs and even maybe, frankly, your phone specs. But that'…”
Younis: Multiple AV companies currently target operating trucks with no safety driver
“We know multiple companies that have driver out goals right now.”
Younis: Silicon Valley companies are myopic about global opportunities
“When I was at both at Google and at OIC, I was always surprised at how kind of almost myopic. The companies are just always looking at the market that's just like within the 30, you know, between San Jose and San Francisco.”
Younis: Chinese tech companies are forced into dual-use military integration
“If you're a Chinese company, you don't get the choice if we're dual use or not.”
Younis: Silicon Valley controversy over defense tech work has vanished
“I think, let's say, 10 years ago, there was more controversy on should you do defense or not. I think that's all basically gone in Silicon Valley”
Yudis: Defense-only software vendors lack rigorous commercial market benchmarking
“And I think if you're only serving sometimes a DOD, you sometimes don't get that commercial benchmark.”
Yudis: The next decade will bring widespread production and monetization of autonomy
“So now, I think we're at that threshold where, you know, the next decade, Is very much the productionization and proliferation of autonomy. And you can say, broadly speaking, the intelligent vehicle. And it is also the monetization of this technology.”
Yudis: Applied Intuition's defense autonomy code is 90% identical to commercial
“The autonomy system that we have running, let's say, on a defense, you know, vehicle, let's say, it's a troop mover or a tank or something like that, It's like, 90% similar to what we're doing on the, you know, on the commercial side, on the, ah, trucking side…”
Yudis: The DoD cannot outpace the commercial sector in software innovation
“And imagine if the DOD was responsible for building the phone. Versus Apple, or versus Android, and, you know, it's very hard to imagine they can outpace the commercial side.”
Yudis: Defense startups must have a D.C. presence and military veterans
“I think, though, it's hard to have a real business in, you know, let's say, not only the DoD, honestly, but also if you're selling to the government broadly, without really having a presence in D.C. With, you know, folks, you know, who come from the ecosystem,…”
Yudis: 100% of global automotive OEMs are actively developing autonomy solutions
“Every, a 100% of automotive OEMs globally are working on autonomy solutions. There is not a single OEM who does not have a real effort in the space.”
Younis: Level 2 and Level 4 AV development should share identical tooling
“We fundamentally believe that the tools that you're using to develop your level two systems should be actually the same tools that you use for three and four”
Younis: AV developers should buy non-differentiated components off the shelf
“My rough view, and I would say largely what is not Differentiated between the companies, the mapping companies included, you should basically buy off the shelf.”
Younis: AVs require combining Silicon Valley software with traditional car manufacturing
“I think there's no path to autonomy that doesn't go through Silicon Valley and Detroit.”
Younis: Silicon Valley companies stray outside their competence attempting hardware manufacturing
“Where Silicon Valley, I think, strays is when we start doing things which, frankly speaking, are outside this very small circle of software, and I get a little nervous when, you know, companies are doing a lot of hardware because there are other hardware cente…”
Younis: Independent providers will outperform vertical integration in autonomous vehicles
“And so I think with autonomy, I think the arc here, you, you'll see all these individual modules will be run by individual players because there is this natural arc in capitalism, which says the independent providers can do cheaper, better, and faster than any…”
Younis: Autonomous Vehicle Regulation Must Target Long-Tail Players Over Established Brands
“The professional quote unquote companies that have brands that have so much riding on it that can't afford to have a real issue, that's not the problem. It's a long tail. It's like fintech regulation. It's not regulating necessarily the Goldman's and Morgan St…”
Younis: Vehicle OEMs will become a minor part of Applied Intuition's base
“And I think if you fast forward another 10, 20 years even the manufacturers themselves as a customer base will be a small amount.”
Younis: Applied Intuition holds $1B in capital sitting in the bank
“Our kind of a you know, claim to fame is we've raised over about a billion dollars in the company's history. All that is sitting in the bank”
Younis: Applied Intuition powers autonomous freight trucks for Isuzu in Japan
“We run self-driving trucks right now in Japan. They carry commercial loads. They're, you know, they're safety drivers there, but they're, Autonomously running. And, but you won't know that because the brand is Isuzu.”
Younis: Passenger cars are bought with emotion, commercial trucks with calculators
“You buy a car with your heartstrings, you buy a truck with a calculator. Yeah. It's a calculator business.”
Younis: Physical AI development tools will evolve into integrated agentic platforms
“We think the same thing's gonna happen in the physical world.”
Younis: Applied Intuition's Dana platform aims to accelerate humanoid robotics development
“You know, midterm, we want Dana, if not the short term, to really, you know, make humanoids way more real.”
Younis: Robotics hardware is already fast and accurate enough for chores
“When you decouple models from just the hardware can do it now. That used to be a constraint. So the hardware is very fast and accurate now, which was actually.”
Younis: Fully autonomous energy farms are the future and will lower costs
“But I think massive energy farm that's completely autonomous, that's gonna be the future. And I think everyone, like, everyone reacts to things like that with, like, fear. And it's like, guys, that's amazing. That means energy costs go way down.”
Younis: Applied Intuition works globally everywhere except China
“We work with everybody minus we don't have an office in China, but really everyone else on the globe.”