David Luan

Founder, Adept · 1 appearance on the record.

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founderexecutiveengineerscientist@jluan ↗davidluan.com ↗

David Luan co-founded Adept AI Labs and previously served as VP of Engineering at OpenAI, overseeing teams behind GPT-2, CLIP, and DALL-E, before directing large language model efforts at Google Brain. He later led Amazon's AGI Lab and Nova Act agent initiative until early 2026.

16statements → 9claims → 1claims resolved → 3.69/5average certainty → 2.69/5average debate potential → ≈4.0/5argument clarity, estimated → 19said about them ↓

1 supported 0 partly supported 0 contradicted 8 not checkable as stated how the 9 claims stand · each chip opens the sources

7 predictions · 2 assertions · 6 insights · 1 what if · every statement was checked. The predictions and assertions are the 9 claims: statements the public record can support or contradict. 1 is resolved, and 8 name no date, number or outcome precise enough to check. Everything else (opinions, insights, what ifs, disclosures) can never be settled by the record, so it carries no assessment.

The record, in short

What the tape says about how David argues and how the claims held up. Everything they said, and everything said about them, is in the tabs below.

Their most notable supported claim

Prediction Held up
Multimodal models will completely supplant text-only large language models
“I actually think like it's really clear today. Multimodal models are the default foundation model, right? It's just going to supplant LLMs. Like why did you just train a giant multimodal model?”
David Luan Mar 27, 2024 ▶ 28:05 Why Google failed to make GPT-3 -- with David Luan of Adept

How they sound: not measured why? →

We measure speaking style by listening to the audio itself, and a fair number needs at least 2,000 words from one person on tape we have measured. There is too little of David Luan on measured tape to publish a rate. This says nothing about how they speak.

Everything David Luan said on Latent Space that made the record, most notable first. Filter by type, assessment or year in the ledger →

What-if
Google would have crushed OpenAI by giving Noam Shazeer half its TPUs
“That muscle did not exist during my time at Google. And I think had they had it, what they would have done would be say, hey, Noam Shazir, you're a brilliant guy. You know how to scale these things up? Like, here's half of all of our TPUs. And then I think the…”
David Luan Mar 27, 2024 ▶ 8:29 Why Google failed to make GPT-3 -- with David Luan of Adept
Insight
Luan: AGI means performing any task a human can do on a computer
“I think agents are just absolutely the correct long-term direction, right? You just go to find what AGI is, right? You're like, hey, like, Well, first off, actually, I don't love AGI definitions that involve human replacement because I don't think that's actua…”
David Luan Mar 27, 2024 ▶ 4:34 Why Google failed to make GPT-3 -- with David Luan of Adept
Insight
Luan: LLMs shortcut evolutionary RL by behaviorally cloning all human knowledge
“Like de novo RL is like a pretty terrible way to get there quickly. Why are we rediscovering all the knowledge about the world? Like years ago, I had a debate with a Berkeley professor as to like what will it actually take to build HCI? And his view is basical…”
David Luan Mar 27, 2024 ▶ 5:38 Why Google failed to make GPT-3 -- with David Luan of Adept
Prediction Not checkable as stated
Luan: AI will converge into a universal byte model across all modalities
“Multimodal models are becoming more of a thing, we're behavioral cloning the visual world, but really what we're just going to have is this like universal byte model, right? Where like tokens of data that have high signal come in, and then all of those pattern…”
David Luan Mar 27, 2024 ▶ 6:15 Why Google failed to make GPT-3 -- with David Luan of Adept
Insight
Luan: Augmentation develops core AI capabilities faster than full automation
“I actually think that being an augmentation company Forces you to go develop your core AI capabilities faster than someone who's saying, ah, ok, my job is to deliver you a lights off solution for X.”
David Luan Mar 27, 2024 ▶ 21:23 Why Google failed to make GPT-3 -- with David Luan of Adept
Prediction Not checkable as stated
Luan: Future AI value will shift from base models to agents
“In a world where foundation models are looking more and more commodity. And if, and I think a huge amount of gain is going to happen from how do you use foundation models as like the, like well learned behavioral cloner to go solve agents.”
David Luan Mar 27, 2024 ▶ 23:50 Why Google failed to make GPT-3 -- with David Luan of Adept
Prediction Held up
Multimodal models will completely supplant text-only large language models
“I actually think like it's really clear today. Multimodal models are the default foundation model, right? It's just going to supplant LLMs. Like why did you just train a giant multimodal model?”
David Luan Mar 27, 2024 ▶ 28:05 Why Google failed to make GPT-3 -- with David Luan of Adept
Insight
Real-world computer workflows with end-to-end API coverage are close to zero
“If you go itemize out the number of things you want to do on your computer for which every step has an API those numbers of workflows add up pretty close to zero.”
David Luan Mar 27, 2024 ▶ 31:53 Why Google failed to make GPT-3 -- with David Luan of Adept
Prediction Not checkable as stated
Pure-play foundation model companies will be commoditized by Llama and big tech
“I think pure play foundation model companies are just gonna be pinched by how good The next couple of llamas are going to be, and the next, like, what next good open source thing, and then seeing the really big players put ridiculous amounts of compute behind …”
David Luan Mar 27, 2024 ▶ 42:31 Why Google failed to make GPT-3 -- with David Luan of Adept
Prediction Not checkable as stated
Luan: Training foundation models for robotics via behavioral cloning will work
“One, I'm so excited for someone to train a foundation model of robots. Like, it's just, I think it's just gonna work. Like, I will die on this hill. I mean, like, again, this whole time, like, we've been on this podcast, just continually saying, you know, like…”
David Luan Mar 27, 2024 ▶ 44:47 Why Google failed to make GPT-3 -- with David Luan of Adept
Insight
Luan: Frontier AI advantages come from unpublished, non-academic scaling knowledge
“There's a collection of really hard-wanted knowledge that you get only by being at the frontiers of scale. And that hard-wanted knowledge, a lot of it's not published. A lot of it is, like, stuff that, like, it's actually not even easily reducible to what look…”
David Luan Mar 27, 2024 ▶ 13:55 Why Google failed to make GPT-3 -- with David Luan of Adept
Prediction Not checkable as stated
Luan: Everyone will have an AI teammate at work within years
“I think in a couple years everyone's going to have access to, like, an AI teammate that they can delegate Arbitrary tasks do at work, and then also be able to, you know, use it to the sounding board and like just be way, way, way more productive”
David Luan Mar 27, 2024 ▶ 16:14 Why Google failed to make GPT-3 -- with David Luan of Adept
Insight
Luan: Agent failures often stem from unreliable actuators, not models
“Everyone under values the importance of really good sensors and actuators. And actually a lot of what's helped us get a lot of reliability is like a really strong focus on like, actually, why does the model not do this thing? And the non-trivial amount of time…”
David Luan Mar 27, 2024 ▶ 36:19 Why Google failed to make GPT-3 -- with David Luan of Adept
Prediction Not checkable as stated
Luan: Product-model co-evolution will drive AI progress over next years
“The number one driver of AI progress over the next couple of years is going to be the deep co-design and co-evolution of like product and users for feedback and actual technology.”
David Luan Mar 27, 2024 ▶ 4:01 Why Google failed to make GPT-3 -- with David Luan of Adept
Assertion Not checkable as stated
Altman and Luan pitched Microsoft's top leadership before the OpenAI investment
“The last meeting we did with Microsoft, Before Microsoft invested in OpenAI, Sam Altman, myself, and our CFO flew up to Seattle to do the final pitch meeting. And I'd been a founder before, so I always had like a tremendous amount of anxiety about partner meet…”
David Luan Mar 27, 2024 ▶ 14:18 Why Google failed to make GPT-3 -- with David Luan of Adept
Assertion Not checkable as stated
Brockman and Sutskever handed Luan their direct reports to do IC work
“I think second or second or third day of my time at OpenAI Greg and Ilya pulled me in a room and were like, hey you know, the you should take over our directs and we'll go mostly do IC work.”
David Luan Mar 27, 2024 ▶ 1:57 Why Google failed to make GPT-3 -- with David Luan of Adept

The other half of the tape: David Luan's own voice is left out of every number here. Other people bring the name up 19 times in 10 episodes on Latent Space. every mention, with the transcript →

Who brings them up most Shawn Wang 7Alessio Fanelli 7Spooks (Swyx) 1

Every mention by year

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2026 3 mentions in 2 episodes 2 per episode
2025 6 mentions in 3 episodes 2 per episode
2024 10 mentions in 5 episodes 2 per episode

Appearances (1)

EpisodeDateSpeaking time
Why Google failed to make GPT-3 -- with David Luan of Adept Mar 27, 2024 33m
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