Real Alpha

TBPN · 1 min instead of 32 min · Oct 9, 2026

Math breakthroughs are the visible tip of AI progress

Jordi HaysHost

Co-host, TBPN

Founded Branded Native; co-founded fintech Capital, which Rho bought.

  • John CooganHost · Co-host, TBPN

    Co-founded Soylent and Lucy; OpenAI bought his show TBPN in April 2026.

About this segment

Math results get published because there is no commercial edge in them. Hays argues similar breakthroughs are likely happening in commercial fields and will surface later.

From “Crypto Going Bunker Mode, AI Mathpocalypse, Starbucks Explores Chipotle Takeover | Diet TBPN”, Oct 9, 2026. Watch the full episode

“for every breakthrough in math, you should assume there's a bunch of other breakthroughs in other fields that have more commercial applications”
Jordi Haysat 12:15 · TBPN12:15

Takeaways

  1. Math results get shared because they are hard to commercialize
  2. Assume parallel breakthroughs in fields with commercial value
  3. Users of frontier models, not just labs, are finding them
Watch 1:01 from 11:47

In this episode

Full episode
  1. 3:37Open-source models trail closed ones by about six months4:41
  2. 8:41Locking down open source clashes with crypto's libertarian roots2:34

  3. 11:47Math breakthroughs are the visible tip of AI progress1:01

Up next · DecoderMeta can fund free agents with ads while OpenAI cannot4:59

Transcript

From the transcript TBPN publishes with the episode.

  1. 11:51

    Ben, I don't know if we we... You included this earlier, but he says, lucky coincidence, the labs are only successfully cracking esoteric math problems and not the problems where a solution would give the winner an asymmetric commercial advantage. Again, this is what I've said a bunch of times on the show now. Math problems are the perfect category of problems where you get a result and you're, you know, incentivized and excited to share the result. There's no immediate opportunity to commercialize a lot of this stuff.

  2. 12:18

    And so for every breakthrough in math, you should assume there's a bunch of other breakthroughs in other fields that have more commercial applications where the person that has... And it's not just the labs, it's people using the current frontier models Sure. To find breakthroughs in their own field. And so, again, I'm expecting a, you know, a real explosion of progress, you know, especially as we enter the later half of this year. Yeah.

  3. 12:43

    Or the or the sort The of the end of