Prediction Open · timeframe Jun 2029
Luan: Vertical integration pressure will merge model builders and chip makers
“That's my expectation. To me, like what's interesting about AI from a business side, right, is like it forces the question of like, what Companies or offerings are going to be bundled or integrated and which ones are going to get unbundled. And I actually thin…”
Assertion Not checkable as stated
Luan: Leading AI companies are already lobbying for regulatory capture
“I think I think the move to go pull up the ladder behind them is already beginning. And I think that lawmakers don't really understand this technology at all. And so their default instinct is sort of listened to the most credible source. And usually those cred…”
Prediction Not checkable as stated
Luan: AI scaling will not suffer diminishing returns on compute
“The second way of improving model performance is just starting to be tapped now, and that's also going to absorb a boatload of compute. So because of that, I actually am not worried about diminishing returns to the compute over time.”
Assertion Supported
Luan: Base AI model performance requires doubling compute for consistent gains
“So put another way for just scaling up a base language model you need to double the amount of compute for that language model for it to be predictably consistently smarter.”
Insight
Luan: AI model progress is pivoting to synthetic data and reinforcement learning
“Now the critical path for model improvement is, is is shifting over to this to this sort of broader sort of simulation slash synthetic data slash like RL loop sort of path. I think it's just a natural consequence of the fact that it's so expensive to just keep…”
Insight
Luan: Pre-Trained LLMs Cannot Discover New Knowledge Beyond Human Data
“A model trained that way is only as good as the smartest data in the training set. Like, it cannot discover new knowledge, because its job, the way the models are trained, is to do what a human would do in that situation.”
Opinion
Luan: Chatbots and AI Agents Are Becoming Distinct Technology Species
“I kind of think that chat bots like chat GPT and stuff and agents are kind of becoming different species of technology a little bit, right? Like I think they'll be useful in very different ways and what they need to be used for super different, right?”
Insight
Luan: Hallucinations help chatbots but destroy AI agent reliability
“Having hallucinations in chatbots and in, like, image generators is, like, a really good thing, right? Because it gives you like, a starter tool for, like, getting to, like, solve the blank page problem, right? Like, and, like, gives you, like, little bits of …”
Assertion Not checkable as stated
David Luan: Pure model scaling will not solve AI reasoning
“But I think pure model scaling does not deliver solutions to reasoning.”
Prediction Open · timeframe Jun 2029
Luan: There will be only five to seven max-scale LLM providers long-term
“I do think there will not be that many LLM players. I think that there will probably be, my guess is somewhere between five to seven long-term steady state LLM providers at maximum scale, just because of the costs involved.”
Insight
David Luan: LLMs alone are not products, software systems are
“The underlying thing that everyone's realizing now is that LLMs themselves are not a product. Like, an actual product is this entire software system that uses LLMs in it.”
Insight
Luan: Controlling the AI model layer means controlling all underlying compute
“In the future, when more and more software is just like the logic of software is actually just handled by a, by an LLM, nobody cares anymore about what the base computing primitive is. All you need to do is access these models and compose these models to go so…”
Prediction Not checkable as stated
Luan: Apple will dominate private on-device AI running at the edge
“And so I think as a result, I think Apple is just going to completely crush at everything that looks like something that's really private, something that's fine-tuned on your own particular data, but doesn't require massive reasoning capability. And that will …”
Opinion
David Luan: GPT-4o is significantly underhyped relative to its scientific improvements
“I think the degree to which GPT four O was like, I think relatively under hyped relative to what I think the true scientific improvements have been in that model is, is, is this pretty big gap?”
Prediction Not checkable as stated
Luan: Developer-focused model sellers must align with clouds or face commoditization
“Companies that sell models to developers will either need to effectively be the like first party effort of one of these big clouds, or they have a short window between now and commoditization to build such a big economic flywheel that they can afford to stay i…”
Prediction Not checkable as stated
Luan: In 5–10 Years, Computer Interaction Will Be Goal-Driven
“I just think in five to 10 years, people are gonna use their computers by giving them high-level goals, right?”
Prediction Not checkable as stated
Luan: AI will not take all jobs, humans will drive agentic systems
“Like, that's not, I don't think this is how this is going to play out. I think the way this is going to play out is, Is that what we're going to have as humans fundamentally be the drivers of these agentic systems that like that, like basically give everybody …”
Prediction Not checkable as stated
Luan: AI will not plateau like autonomous vehicles due to ongoing model breakthroughs
“What's going to prevent this for what I think has a hope of preventing this from just being a hype cycle that falls flat like AB is that those things are, those shoes are yet to drop. And as they do, the capabilities of these models are going to continue to im…”
Prediction Open · timeframe Jun 2029
Luan: Open-source AI will lag closed models over the next five years
“And I think in the next five years, open will always lag closed. And because open will always lag closed, because open just has fewer resources behind them and fewer incentives for people to go to go make things to be open as these things become more and more …”
Insight
David Luan: Iterative prompting is a flawed interface for AI
“You know, when you go work with a coworker, right, you don't just you don't just talk back and forth. You, like, actually, like, share the same canvas. You'll go use a whiteboard. You'll go, like, maybe look at the same thing on the computer together, and then…”
Prediction Not checkable as stated
Luan: AI agents in five years will function like brain-computer interfaces
“Agents in five years time, I mean it's kind of gonna be, like, a non-invasive, like, brain-computer interface, basically. I think that's what an agent will be. Like, all of us are gonna be up-leveled. We're going to, you know, it's gonna feel like the same tra…”
Opinion
Luan: Addressable Work for AI Agents Is 1,000x to 10,000x Greater Than RPA
“What's the percentage of work done today that's addressable by agents? It's like, A thousand X that maybe? 10,000 X that? I don't know. Something in that order of magnitude.”
Insight
Luan: 2012-2018 AI breakthroughs came from bottom-up curiosity without corporate objectives
“During that twenty-twelve, twenty-eighteen era, the way people made progress what I mean by bottom-up basic research is you hire the most brilliant scientists, they come to work every day with, like, No near-term objective they're being held accountable to. An…”
Assertion Supported
Luan: ChatGPT was just GPT-3 with instruction tuning released a year later
“ChatGPT was really just GPT-III with instruction. It was basically like more chat tuning, but GPT-III API came out, I think, over a year before ChatGPT did, but only developers could play with it.”
