Opinion
Google should be worried because its traditional search model will fail
“You know, if I was Google, I would be pretty worried because that old school system does not look like it's going to be where we're at in 10 years time.”
Opinion
Silicon Valley must embrace European-style democratic oversight for AI models
“You know, the Valley probably needs to be a bit more open to the European approach. The reality is that, you know, we have to figure out as a society which bodies we trust to make decisions which influence recommendation algorithms or AI algorithms, right? And…”
Opinion
Suleiman: OpenAI and Anthropic over-rotate on single-agent generality
“I think that's a good definition of intelligence, but I think in a weird way, it's over-rotated the entire field on one aspect of intelligence, which is generality, you know, and I think OpenAI and then subsequently Anthropic and others have taken up this defa…”
Prediction Not checkable as stated
Suleiman: Central system routers will unlock AI rather than giant models
“And in fact, I think the key, and we can get into this obviously in a moment, but I think the key element that is going to really unlock this field is actually going to be the router. In the middle of a series of different systems which are specialized, some o…”
Opinion
OpenAI and Anthropic over-rotated on building single-agent systems
“I think in a weird way, it's over rotated the entire field on one aspect of intelligence, which is generality, you know, and I think open AI and then subsequently anthropic and others have taken up this default sort of mantra that like it, all that matters is …”
Prediction Not checkable as stated
Central routing across specialized AI subsystems will unlock the field
“I think the key element that is going to really unlock this field Is actually going to be the router in the middle of a series of different systems which are specialized, some of which don't even look like AI at all. They might just be traditional pieces of so…”
Assertion Supported
Suleyman and others aggressively pushed Google to launch LLMs in 2021
“While I was there, sort of in the last year in twenty-twenty-one, I tried pretty hard to get things launched at Google. We were all kind of banging on the table, being like, come on, this is the future, and you know obviously David Luan from Adept was also in …”
Insight
Google search is an appallingly painful conversation mediated by blue links
“Conversation is the future interface. And Google is already a conversation. It's just an appallingly painful one, right? You say something to Google, it gives you an answer in 10 blue links. You say something about those 10 blue links by clicking on it. You, i…”
Opinion
Google inadvertently degraded internet content by optimizing for ads and SEO
“The problem with what Google has sort of, I guess, in a way accidentally done to the internet is that it has basically. Shaped content production in a way that optimizes for ads. And everything is now SEO'd to within an inch of its life.”
Prediction Not checkable as stated
Everyone will have a personal AI within the next few years
“Building on all of that, we think that Pi, I think that everyone in the next few years is going to have their own personal AI, right?”
Prediction Not checkable as stated
Future AI ecosystem will feature billions of models, not a few
“So I really don't subscribe to this view that there's going to be like one or five AIs. I think this is like completely misguided and fundamentally wrong. There are going to be hundreds of millions of AIs or billions of AIs, and they'll be aligned to individua…”
Assertion Supported
Inflection AI achieves state-of-the-art performance on major non-coding benchmarks
“We run. Some of the largest language models in the world. We have state of the art performance across many of the main benchmarks with the exception of coding, because we don't have PI generate code and it's not a priority for us.”
Prediction Not checkable as stated
Suleyman: Global governance systems cannot keep pace with exponential technology
“The world's governance systems are not going to keep up with both the exponential challenges that we face from globalization and carbon emitting, but also like technology.”
Insight
DeepMind synthesized 80 definitions of intelligence into one engineering metric
“And it was his work in, I think he, I think for his PhD thesis, he put together like 80 definitions of intelligence. And aggregated those into a single formulation, which was how do we you know, the intelligence is the ability to perform well across a wide ran…”
Opinion
Humanity is nearing the limits of unassisted scientific invention
“We're sort of at the limit of what, you know, the smartest humans in the world are capable of inventing. And we have, you know, very pressing, urgent global challenges, you know, from food supply to water to decarbonization to clean energy,
Transportation, you…”
Opinion
Social platform neutrality was a lie; AI will accelerate echo chambers
“I think that the platforms were never neutral. That was the big lie. And I think that was, frankly, to me, very obvious from the very beginning. The choice architecture is a ranking. It's not a clean feed. Clearly there's billions of bits of content, so you ha…”
Insight
Twelve-week OKR cycles fail; six-week cycles maximize accountability and engagement
“And I found that most people make up the second half of their okay hours anyway, and a 12 week cycle is just too long and BS. So like six weeks is actually perfect and it creates a lot of accountability and a lot of fun.”
Assertion Supported
Frontier AI training compute grew nine orders of magnitude in nine years
“Over the last decade, the amount of compute that we've used to train the largest models in the world has increased by an order of magnitude every single year. So I went back and had a look at the Atari DQN paper that we published in. And that used just two pet…”
Prediction Not checkable as stated
AI scaling and architectural efficiency will advance simultaneously
“Scale, building larger models is definitely going to deliver returns. We're obviously pursuing that. We have one of the largest supercomputers in the world you know, and at the same time, we're going to see much more efficient architectures, which are going to…”
Insight
Suleyman: Platform design choices create choice architectures reframing human connection at scale
“There's a choice architecture here. There are significant design choices which are going to incentivize certain behaviors. Obviously at that point there wasn't really ranking, but even just having a thumbs up or like the choice of, you know, which button you p…”
Assertion Not checkable as stated
Hassabis originally wanted DeepMind to simulate the entire global economy
“Demis was way more in the kind of robotics land and sci-fi land. I mean, he was fully thinking that, you know, the way to manage the economy, the way to make economic decisions was to simulate the entire economy.”
Opinion
Peter Thiel had significant early AI vision but exited DeepMind early
“Peter Thiel, you know, to his credit did actually have significant vision here, although he sold pretty early, I think, and now doesn't seem to be in the game.”
Insight
DeepMind's founding goal was cross-domain transfer learning
“If I were to sort of summarize the core thesis of deep mind, it was that it would be possible to the motivation for generality was that you would be able to learn you know, a rewarding behavior in one environment and transfer in a more compressed or efficient …”
Assertion Supported
DeepMind's AlphaFold originated from an internal reinforcement learning hackathon
“That's part of the reason why we started the Alpha Fold project, because it was actually my group that was looking around for other applications of DQN-like, AlphaGo-like tools, and in a hackathon that we did one week someone stumbled across, across this probl…”