Unsupervised Learning with Jacob Effron
Aug 3, 2026 · 1 hr 12 min · 16 segments
In this installment of their recurring roundtable, Jacob, Ari, and Rob dig into the accelerating Chinese open-source model race, debating whether Kimi K3 has actually closed the gap with the US…
Ari MarcosPanelist
Rob ToewsPanelistJacob EffronHost
So for example, if you look at K3, um, they adjusted the license to have a revenue gate, uh, on it now.

So, you know, there's a conservative revenue gate for model as a service and then, uh, you know, less conservative one for otherwise.

But, uh, if you make more than, you know, 20 million a year or 200 million a year, depending on the, the threshold, or 20 million a month, I'm sorry, depending on the threshold, you can't use it without a commercial license at that point.

Um, I have a feeling we're gonna see a lot more of those starting to come out, um, across the board.


but I think this trend is only gonna continue with seeing powerful models that are in the open and that are outside of the frontier labs.

So first on this topic, I would say while there is no question that Ari is very wise, um, I, I would-

Like I know there are certain, there are certain categories that it outperformed, but the, the, like it's important to keep in mind that Kimi K3 is being compared to Fable, which is itself a, like, neutered version of Mythos, which itself was finished training in like February or March.

So for example, if you look at K3, um, they adjusted the license to have a revenue gate, uh, on it now.

So, you know, there's a conservative revenue gate for model as a service and then, uh, you know, less conservative one for otherwise.

But, uh, if you make more than, you know, 20 million a year or 200 million a year, depending on the, the threshold, or 20 million a month, I'm sorry, depending on the threshold, you can't use it without a commercial license at that point.

Um, I have a feeling we're gonna see a lot more of those starting to come out, um, across the board.


but I think this trend is only gonna continue with seeing powerful models that are in the open and that are outside of the frontier labs.

So first on this topic, I would say while there is no question that Ari is very wise, um, I, I would-

Like I know there are certain, there are certain categories that it outperformed, but the, the, like it's important to keep in mind that Kimi K3 is being compared to Fable, which is itself a, like, neutered version of Mythos, which itself was finished training in like February or March.
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