Citadel just released its Tokenomics research. Worth a read for all semis and software investors on X.
According to Citadel, the best returns will come from companies that lower Ai costs and improve efficiency, not those building the best models.
- AI is hitting economic limits. Citadel's message is that the constraint is no longer model capability—it's token costs, compute, power, and inference budgets.
- Customers are already optimizing for cost. Rising token bills are pushing users toward cheaper models and more efficient workflows, suggesting AI demand may be more price-sensitive than investors assume.
Citadel just released its Tokenomics research. Worth a read for all semis and software investors on X.
According to Citadel, the best returns will come from companies that lower Ai costs and improve efficiency, not those building the best models.
- AI is hitting economic limits. Citadel's message is that the constraint is no longer model capability—it's token costs, compute, power, and inference budgets.
- Customers are already optimizing for cost. Rising token bills are pushing users toward cheaper models and more efficient workflows, suggesting AI demand may be more price-sensitive than investors assume.
Columbia Value Investing has become of the elite training grounds in investing over the past several decades. Was fortunate enough to participate in the Analyst's edge class years back and learn from some of the greats.
The lineage includes
- John Griffin
- David Greenspan (Slate Path)
- Chase Coleman (Tiger global)
- Ethan Binder (Slate Path)
- Roberto Mignogne (Bridger)
- Chase Sheridan (Ruane Cunniff)
- Steven Marks (ex blue ridge)
- Shayan Mozaffar and @alixpasquet
+ more
@AlokANYC@StirlingLevy@rick_gerson@TSOH_Investing
Ai powered avatars are taking over hedge funds.
The Ackman avatar on Variant is up 11.56% YTD. Predictable, cash generative businesses + ai. Drop a retweet or share with @BillAckman so we can make it open to everyone :)
Figure Markets is quietly becoming an infrastructure play for tokenizing the Alternatives category. Analysts view it as a marketplace for tokenized HELOCs and are missing the impact that on-chain private equities would have.
Event Driven Pitch of the Day:
FUN (Six Flags + Cedar Fair) post merger equity. Real estate monetization combined with transformation from regional theme park to media centric platform
@DanielSLoeb1@puppyeh1@notvikingpm