Episode summary
The 1 in 18,900 Bet | The Weekly Wrap – 4/5/2026
Excess Returns
· · 1 hr 7 min · Hosts: Jack Forehand, Kai Wu · Guests: Michael Mauboussin, Harris Kupperman, Ben Hunt, Katie Stockton, Aahan Menon
Summary
The episode ties together a week of interviews around a common theme: the market often rewards investors who use history carefully, but not mechanically. Michael Mauboussin argues that base rates matter, especially when OpenAI’s implied revenue growth would require a 108% CAGR and no U.S. public company has done that over a similar five-year window. He also argues that large companies are growing faster than they used to because software and other intangible assets create scale and differentiation that can persist instead of diffusing away.
The conversation then broadens to investing time horizons, geopolitics, and asset classes. Harris “Kuppy” Kupperman says Wall Street is crowded in the next 30 to 120 days, so his edge comes from looking two or three years ahead and thinking in probabilities rather than headlines. Ben Hunt’s “common knowledge” framework is used to explain how events like a Strait of Hormuz shutdown can reprice the world once everyone realizes that everyone else understands the risk.
Katie Stockton explains why the 50-day and 200-day moving averages are useful but not magical, while Aahan Menon shows why commodities are unusual: the best opportunities often come during supply shocks and price spikes. Across the episode, the recurring lesson is that investors need frameworks, patience, and humility about what any single signal can or cannot tell them.
Key takeaways
- Mauboussin says OpenAI’s forecast path is a historical outlier, but base rates should guide probabilities, not become a hard veto.
- Mauboussin argues large companies now scale faster because proprietary software and intangibles create durable advantages that do not diffuse easily.
- Kupperman says the real edge is looking two to three years out, where Wall Street is less efficient and probabilities matter more than headlines.
- Hunt’s “common knowledge” lens says markets can reprice violently once everyone realizes that everyone else knows the same geopolitical risk.
- Stockton says the 50-day and 200-day moving averages are useful trend gauges, but they are not standalone sell signals.
- Menon says commodities can be most attractive during supply shocks, when prices are rising and curves are backwardated.
Notable quotes
“the answer is no company had ever done it before”
“base rates are not things that are handed down on tablets from on high”
“companies are just better at doing the same thing as other companies are”
“The ability to take more pain is is itself emote”
“the world will never be the same once that happens”
How the episode opens
Just to give you a sense of the uh of the OpenAI um numbers specifically in 2024 they did revenues at $3.7 billion and they are forecasting for 2029 $145 billion. Right? So that's a 108% compound annual growth rate.
Turns out when you do that 75 years of data you have about 18,900 you know firm years or like you know things you can examine. And the answer is no company had ever done it before. People always talk about, oh, what happens if the streets of Fort Muzz are shut down is a very important thing, but this was a common knowledge moment.
We all know that we all know what happens when the strait is shut down and that changes everything.
I don't know what's going to happen in the war. I don't know if it's going to get, you know, resolved or worse. No one knows, right?
But I can look at things two or three years out and have some certainty on what's going to happen. Welcome to the XS Returns weekly rap. I'm Jack Forehand and uh Matt Ziggler is at a dark retreat in some undisclosed location that I don't even know this week.
So, uh I but I'm lucky to have another host who is much smarter than me. So, I will continue my role of being the least smart of the duo. And uh I've got my good friend Kai Woo who just also launched a new podcast with the uh with the platform this week.
So, it's pretty exciting week, Kai.
Yeah, it's been a busy week for us, Jack. I'm super excited to get podcast off the ground. Yeah. — Yeah. So, it's called the the intangible economy with Kai Woo. You should any anywhere you listen to podcast podcast platforms, Spotify, Apple, our YouTube channel.
From the episode’s captions: roughly the first two minutes, lightly cleaned. Keep watching on YouTube →
Topics
- ai growth expectations
- base rates
- magnificent seven valuation concentration
- commodities backwardation trend following
- probabilities position sizing uncertainty
Companies and tickers mentioned
- AMZN
- OpenAI
- Amazon
Watch the episode
Watch “The 1 in 18,900 Bet | The Weekly Wrap – 4/5/2026” on YouTube
Summary, takeaways and quote selection by Octagon. Quotes are short excerpts; the full conversation is in the episode.
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Excess Returns, this episode and its artwork belong to Excess Returns. Octagon is not affiliated with the show; this page is an independent summary.
