Opinion
Younis: Cruise's fallout stemmed from regulatory communication, not technology failure
“The cruise example wasn't a technology failure. There was the real compounding issue there was just how did the company talk to the regulators and what was their kind of behavior? And I think that became more of the issue.”
Insight
Younis: Physical AI Bottleneck Is Onboard Deployment, Not Model Intelligence
“In the physical AI world, we're not really constrained right now by like the intelligence of the models. It's actually what Peter's talking about is actually deploying them. ... On the hardware you give you. And so, and there's just a reality is of safety crit…”
Opinion
Younis: 2014 Y Combinator startup advice does not apply in 2026
“So the YC advice from 20 14 just would not apply in 2026.”
Assertion Partly supported
Applied Intuition operates driverless L4 autonomous trucks in Japan
“We run like, as an example, we run driverless trucks in Japan right now, like as we speak, we can't have errors that are L four trucks.”
Opinion
Younis: Scale AI is fundamentally a data labeling services company
“You know, scale was, is more of a services company, data labeling company, fundamentally.”
Insight
Younis: Simulation cannot eliminate real-world testing due to escalating reproduction costs
“There is a meniscus line where you cross where still doing real world testing is better. There's a, in the central real gap, you can reproduce reality at exceedingly expensive costs. And this, nothing is free. So really you have to refining that line where you…”
Insight
Younis: Vehicle software testing is 95% CI/CD, 4% rig, 1% physical
“Most of your testing for software in a vehicle, 95% of that can be like traditional CICD kind of flows that you'd have in traditional web development. But once you add, now you, let's say you have a truck, but you can do like four percent of those in like a ri…”
Opinion
Younis: Venture community generally tends not to be very technical
“And I think the venture community, generally speaking, tends to be not very technical for them. If you just say, if we solve this thing, it's going to be a lot of money. That's kind of enough for them.”
Prediction Not checkable as stated
Younis: Machine control is shifting from buttons to voice teaming
“Historically, if you're moving a dirt mover or any of these machines, there are like, you know, buttons you press, whether they're actual physical tactile buttons or something like a touch screen, that's just, that fundamentally is changing to where you're jus…”
Prediction Not checkable as stated
Younis: Applied Intuition can standardize safety-critical vehicle OS like Android
“And, you know, we think we can do the same in, in all these physical moving machines with the difference that we're really in a safety critical realm. Android isn't.”
Opinion
Younis: Waymo is setting a high safety benchmark for autonomous vehicles
“I think companies like Waymo are doing a lot of, you know, service positively to the industry in the sense of they're setting a high benchmark and they're showing, you know, kind of in a very responsible way, how to deal with these.”
Insight
Younis: Early-stage founders mistakenly copy mature companies' vertical strategies
“I think sometimes in founders falsely kind of take very mature companies strategies And then apply it to their, like, nascent. They're like, oh, well, Steve Jobs says be completely vertical. Well, yeah, in 2007, Apple is very different than 1978 and 1982.”
Insight
Younis: Startup-scale engineering teams cannot afford formal training programs
“The amount of training we do in terms is actually surprising. But it's a luxury you have when you're at our size, when you're like, 25 engineers. No. He's got to survive. So again, take advice that's relevant for your company rather than like immediately start…”
Assertion Not checkable as stated
Younis: 83% of Applied Intuition's workforce is engineering
“I think that like you look at the mix of our engineering, the 83% of the company is engineering.”
Disclosure
Younis: Majority of Applied Intuition's first 400 hires came from Google
“I mean, our first of 400 people, majority were Googlers. Like a majority of the company came from, you know, this giant company we worked at.”
Assertion Not checkable as stated
Younis: Google discussed creating an internal university around 2014-2016
“Google as most, as recent as probably 10 years ago was thinking of starting a university internally, there was discussions on it.”
Insight
Younis: Uncrewed delivery robots do not need passenger comfort optimization
“Within on-road, there's all these sub, subclasses of machines, especially when you talk about, you know, you look at a delivery robot that doesn't have a human in it. That's actually very different because now you're not concerned with like the actual feeling …”
Qasar Younis