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Every statement that passed quotation and attribution checks, across all 44 shows. Pick shows below, then mix any filter with any other.

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AMERICAN OPTIMIST Prediction Not checkable as stated
McGrew: AI scaling will ultimately be constrained by power and chips
“You know, the interesting thing about AI is, in the end, it's going to be limited by things like power. You know, if you're, and, you know, chips, and if you're trying to build these really massive clusters in 10 years or whatever.”
Bob McGrew Aug 18, 2023 ▶ 43:09 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
McGrew: Startups that can scale with identical customer setups should avoid FDEs
“If you're in a business where this is working for you, That's great. Don't do the FDE strategy. You have been given an amazing gift. If you have the opportunity to just scale, treat all the customers the same, go ahead and do that.”
Bob McGrew Sep 8, 2025 ▶ 5:24 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
Y COMBINATOR Assertion Supported
McGrew: Palantir CTO Shyam Sankar invented the FDE strategy
“And I think this is where Shamsankar, who's very early employee, you know, now that I think the president and CTO of Palantir, he really invented the FDE strategy.”
Bob McGrew Sep 8, 2025 ▶ 5:41 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: Enterprise implementations fail unless addressing CEO's top five priorities
“If you're not solving one of the top five priorities for the CEO, it's probably not going to work. They probably won't have the energy to persist through the much more challenging route of getting effectively a new piece of the product built in a way that work…”
Bob McGrew Sep 8, 2025 ▶ 8:53 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: Forward-deployed domain experts must be 'heretics' rejecting existing workflows
“So the echo team, you know, a classic Profile for someone to join your echo team would be someone from the domain you're working in. So, you know, possibly a former army officer or someone who worked deeply in healthcare. So they have deep domain knowledge, bu…”
Bob McGrew Sep 8, 2025 ▶ 11:44 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: Forward deployed engineering is ideal training for startup founders
“What you're doing you know, in each of these new environments at each of these customer sites, Is a little bit like being a startup founder, but you're a startup founder where you have access to some very powerful piece of product leverage that makes your job …”
Bob McGrew Sep 8, 2025 ▶ 14:05 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: The FDE model sells business outcomes, not software installation
“Fundamentally what you're selling with the FDE model is that you're not selling the installation of software. You're selling an outcome.”
Bob McGrew Sep 8, 2025 ▶ 30:07 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: FDE model pushes startups toward larger, flexible customer contracts
“With the FD model, you're going to get pushed towards larger and larger contracts. Like we talked about, you're going to be growing contracts per customer over time. The contracts, because they're complex are going to be more flexible.”
Bob McGrew Sep 8, 2025 ▶ 31:14 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: Demo-driven development forces teams to focus on customer pain points
“What the demo does is it changes the locus of what you're thinking about from thinking about what can I build to what is it that the customer wants? And am I solving that pain point for the customer?”
Bob McGrew Sep 8, 2025 ▶ 42:59 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: Joining a fast-growing young company best prepares future founders
“My advice to people, if they're thinking about where to join a company is I tell them to join a young company, not necessarily a small company. Right. But a young company, because a young company is still figuring things out. It's still learning. It hasn't suc…”
Bob McGrew Sep 8, 2025 ▶ 43:50 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: Palantir spawned many startups because its culture prioritizes continuous learning
“This is why Palantir has birthed so many other startups is because even as a very large company, it is still a company where everybody all the time is learning, focused on learning and, you know, always doing that same grinding motion that it is to be a new st…”
Bob McGrew Sep 8, 2025 ▶ 44:13 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
McGrew: Army tech transformation mirrors the FDE playbook
“In many ways it does feel a lot like running the FDA strategy, you know, on the army. We get to see, you know, what is the, what are the CEOs? What are the leadership's top five priorities? Can we make progress against those? But also in a world where you see …”
Bob McGrew Sep 8, 2025 ▶ 47:03 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
Y COMBINATOR Assertion Supported
McGrew: OpenAI authored early robotics paper as 'OpenAI' to avoid credit disputes
“And one of the early robotics papers, we actually said site as open AI because we didn't want to get into a fight. You know, the first author is the one who, you know, gets cited and their name shows up every single time. So we said, you know, we're not going …”
Bob McGrew Jan 31, 2025 ▶ 7:53 Bob McGrew: AI Agents And The Path To AGI · Y Combinator
McGrew: Frontier labs will increasingly rely on model distillation for smaller models
“I think over the last year, the big frontier labs and a lot of other people have figured out the tricks to take big models. And, you know, take a very particular distribution of user input and train a model that is almost as good as the big model, but much, mu…”
Bob McGrew Jan 31, 2025 ▶ 16:57 Bob McGrew: AI Agents And The Path To AGI · Y Combinator
McGrew: Highly personalized workplace AI assistants are a market hole
“I think this is actually a real hole in the market because that's not something I can go out and purchase today.”
Bob McGrew Jan 31, 2025 ▶ 19:12 Bob McGrew: AI Agents And The Path To AGI · Y Combinator
McGrew: AI adoption requires redesigning workflows rather than automating existing ones
“I think that's the, like that we need some twist like that for AI that lets people figure out How to use the AI to solve the problem they actually have not just sort of take their existing workflow and have AI do that workflow.”
Bob McGrew Jan 31, 2025 ▶ 22:24 Bob McGrew: AI Agents And The Path To AGI · Y Combinator
McGrew: Learning to code builds critical thinking even if AI writes code
“And I think the answer is that like right now we still have to, like, this is how you learn how to do critical thinking. And, you know, I think back to Paul Graham's idea of the resistance of the medium, like even once You know, the computer can do the program…”
Bob McGrew Jan 31, 2025 ▶ 25:36 Bob McGrew: AI Agents And The Path To AGI · Y Combinator
McGrew: Intelligence software cannot follow standard UX customer-interview playbooks
“And so instead of, you know, all the, you know, all the UX books that you interview your customers, you sort of find out what their problems are and you build them to solve their problems. And we couldn't do that. And so basically what we had to do was we had …”
Bob McGrew Aug 18, 2023 ▶ 3:35 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
McGrew: Great engineers struggle with uncertainty on long unproven projects
“This is one of those things about the really great engineers, is that a really great engineer wants certainty, right? They don't want to, you know, they've been doing something for three years, they, all they can see are all the problems that are in it”
Bob McGrew Aug 18, 2023 ▶ 5:29 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
AMERICAN OPTIMIST Assertion Supported
McGrew: Vision models have specific neurons that activate for individual people
“Yeah, and at some point, there's a Joe Lonsdale neuron that, you know, is out there, you know, and individual people, you can actually find these neurons in the networks.”
Bob McGrew Aug 18, 2023 ▶ 8:44 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
AMERICAN OPTIMIST Assertion Not checkable as stated
McGrew: OpenAI's 2017 thesis was that neural networks could reach AGI
“So I think that the thesis behind open AI when I joined in 2017 was that neural networks were the final architecture that could take AI all the way to human level intelligence or AGI.”
Bob McGrew Aug 18, 2023 ▶ 9:17 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
McGrew on Palantir CEO Karp's rule: Great engineers are artists
“And I remember, you know, carp always used to talk about this, that the best engineers were artists, right? And if you want to keep an engineer happy, what you actually have to do is just let him do his art, just get out of his way, let him do his thing.”
Bob McGrew Aug 18, 2023 ▶ 14:32 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
AMERICAN OPTIMIST Assertion Contradicted
McGrew: OpenAI secretly trained GPT-4 in first half of 2022
“We had already then secretly trained GPT-IV. So this was the first half of last year.”
Bob McGrew Aug 18, 2023 ▶ 37:50 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
McGrew: It is very hard to bet against Nvidia in AI hardware
“I think what everybody has seen so far is that Nvidia has just been able to continually do better and better and better because they have, you know, the big market and a lot of capital to throw at it. So I think it's pretty hard to bet against Nvidia.”
Bob McGrew Aug 18, 2023 ▶ 41:13 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
McGrew: Forward deployed engineers bridge the gap at customer sites
“A forward deployed engineer is someone typically technical and engineer who sits at the customer site and fills the gap between what the product does and what the customer needs.”
Bob McGrew Sep 8, 2025 ▶ 2:19 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
Y COMBINATOR Assertion Supported
McGrew: Palantir's FDE model relied on Echo analysts and Delta engineers
“The two key roles are those of what we call the echo team and the Delta team. The echo team were Embedded analysts. So they would go to the customer site. They would speak to the users. They would try to figure out what demo or what use case really made sense …”
Bob McGrew Sep 8, 2025 ▶ 9:57 The FDE Playbook for AI Startups with Bob McGrew · Y Combinator
Y COMBINATOR Assertion Not checkable as stated
McGrew: Aditya Ramesh spent up to two years building DALL-E 1
“I think Aditya Ramesh, who built that model, spent 18 months, maybe two years, just getting to the first version that, that clearly worked.”
Bob McGrew Jan 31, 2025 ▶ 9:50 Bob McGrew: AI Agents And The Path To AGI · Y Combinator
AMERICAN OPTIMIST Assertion Not checkable as stated
McGrew: Palantir took three years to get its first active user
“I think it took three years before we had anyone using it to solve.”
Bob McGrew Aug 18, 2023 ▶ 5:12 Ep 66: Bob McGrew — the Superstar Palantir Alum Leading OpenAI's Transformative Research Projects · Joe Lonsdale
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