Evidence receipt / prediction
Published · transcript-backedDylan Patel: prediction
25 Aug 2026 Dwarkesh Podcast Dylan Patel – Anthropic & OpenAI will have most of the world’s compute by 2028
“Anthropic not releasing what their safety assessment says is Model 2, which is widely believed to be the next version of Mythos. They’re clearly not releasing their best models, in which case their revenue per megawatt stalls or can even start to decline again because other models are competitive again.”
Source trail
Everything needed to verify it.
- Speaker
- Dylan Patel
- Attribution
- Verified speaker
- Claim type
- prediction
- Recorded
- 25 Aug 2026
- Publisher
- Dwarkesh Podcast
Transcript context
…As you’re saying, it’s already the case that the labs are generating way more revenue per megawatt than everybody else. If they stay as far ahead as they are currently, you would expect that to continue being the case. If there’s some kind of recursive self-improvement where the AI labs are relatively uplifted — or they have models internally they’re not releasing externally that are helping them make their next model better — you’d expect that to be even more the case. Aren’t you already seeing this, where SpaceX, or whoever is slightly further behind, will just sell compute to the highest bidder if they can’t internally monetize it as well as the labs? You’d expect them to keep bidding for larger and larger shares of the compute market. I think that is my worldview. They will continue to gobble up more of the compute. But ultimately they can’t do it at current pricing or anywhere close to it. They do have to start paying $25, $30, $50 million a megawatt to really gobble up 70% of the world’s compute in 2028, to get to 100 gigawatts by 2028, which is a very aggressive goal. The other aspect of this that’s really challenging is that we’ve already seen a huge slowdown for the AI labs. This regulation that they advocate for is actually slowing down the labs a lot more than it slows down the open-source Chinese language models. OpenAI not releasing Astra. OpenAI stopping training for two weeks. Anthropic not releasing what their safety assessment says is Model 2, which is widely believed to be the next version of Mythos. They’re clearly not releasing their best models, in which case their revenue per megawatt stalls or can even start to decline again because other models are competitive again. It’s not that they’re falling behind. It’s just that they’re not releasing their best stuff. What if there is some regulatory impact that prevents them from releasing their best models? Now their revenue per megawatt does not climb as fast. Their ability to buy that incremental compute for a higher price than everyone else starts to diminish, and then maybe they can’t get to that 100 gigawatts. But in a world where safety doesn’t matter, I do believe that’s exactly what happens. They can start generating $100 million per megawatt or more, and they can pay $50 million a megawatt. No one else has any logical reason to do anything with their compute besides say, “Please, Dario, take everything off of my hands.” But there are forces at play, which we cannot describe, that would potentially slow this down. I think a good intuition pump is: what if the AI models were literally as good as a fully automated software engineer? They’re not currently there yet. I think they’re far from being able to fully automate the job of a full white-collar worker. But white-collar workers earn six figures or north of that a year. If you have a gigawatt that can sustain a population of, say, roughly a million white-collar workers. Then off the back of that…That would be $100 billion. That’s actually surprisingly low.…
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