
Asymmetric Bets
1.8K posts

Asymmetric Bets
@UncleAlpha007
10 Year Hedge Fund Analyst | Private Company CFO | Sharing idiosyncratic stock ideas with accelerating fundamentals | NFA DYOD






























The mega bull case for AI infrastructure would be *if* market share shifted away from certain frontier labs with 90%+ inference margins toward cheaper models, whether open-source or closed. It would increase the ROI on AI spend for end customers by increasing intelligence per dollar, which would drive incremental token demand. Margin dollars would effectively get redistributed from the frontier labs to AI infrastructure providers. The infra winners would be those with the lowest per token cost and the winners at the model layer would be those with the highest token efficiency. There are many reasons Jensen is so focused on open source, but this is likely the most important one as I think he is probably less worried about a monopsony these days. Lower margin % at the model layer = more margin $ at the infra layer all else equal. With SpaceX and Meta being vertically integrated and possessing the #3 and #4 models respectively it is more possible than ever. Note that Grok 4.5 is ahead of Fable for some useful tasks at a much lower cost, so ranking them #3 is conservative. This is not happening yet. Cheap, mostly open source tokens are likely the majority of volume today but the majority of economic value is still accruing to the most intelligent models. Might change though. We will see.





Satya Nadella’s "Reverse Information Paradox" meets Gavin Baker’s CapEx thesis The Big 3 hyperscalers are trying to build chips to replace Nvidia. So Nvidia is using open-weight models like Nemotron and Sovereign Neoclouds like Boost Run $brun to bypass the hyperscalers entirely. If you want to own the enterprise AI stack long-term, you don't rent general-purpose brains—you own the sovereign data vault. The companies with the biggest revenue inflection from this are, in my view, $Brun and $nbis. Longer term huge winners are likely to be $snow and databricks.


