Oct 15, 2026 · 47 min
Willer sees an AI bubble with more room to run
Meb 654 Dirk
The episode weighs whether stretched U.S. equity valuations can persist while bonds, hedges, and global markets offer alternative opportunities.
- 1Bubbles can persist for years, making timing the peak more important than simply identifying excess valuations.
- 2Higher long-term Treasury yields mainly reflect rising real rates, strengthening the case for reassessing unpopular bonds.
- 3Willer expects the AI-led bubble to continue for another year, while credit hedges and bonds may gain appeal as risks evolve.
Don't miss
Willer explains the “generals indicator,” a leadership-breakdown signal designed to identify when a concentrated market bubble may be nearing its end.
The brief
Dirk Willer frames bubbles quantitatively, as large deviations from long-term trends, but stresses that they can persist for years and punish investors who sell too early.
The discussion links AI leadership and market concentration to a familiar bubble pattern: broad rotation usually follows the peak, rather than warning investors well beforehand.
Willer’s macro framework spans the Federal Reserve, real rates, the dollar, gold, commodities, and emerging markets, with Brazil, Korea, Taiwan, and China offering sharply different exposures.
As bonds remain unpopular, Willer sees potential value in fixed income and TIPS, while arguing that hedges should match the specific risk—bubble collapse, recession, or both.
The standout signal is Willer’s “generals indicator,” which tracks leading stocks in a concentrated market and aims to catch leadership breakdown before a bubble ends.
What was said on this episode
71 statements · 35 positive · 24 negative · 5 mixed · 7 neutral
U.S. markets entered bubble territory around mid-2025.
“We entered bubble territory roughly in the middle of last year.”
Listen at 0:06
The current equity-market-cap-to-GDP ratio implies a larger recession than in 2000.
“And now it's at 240% of GDP. So you can expect a bigger recession.”
Listen at 0:32
The Federal Reserve may cut rates back to zero after a larger recession.
“And the Fed will react to that. Maybe rates go back to zero.”
Listen at 0:36
Citi’s shadow rate is currently high, indicating hawkish Federal Reserve policy.
“Right now it's at the highs. We think that means it's hawkish.”
Listen at 0:44
The market bubble will continue for another year.
“The bubble will keep giving for another year.”
Listen at 0:56
Gold will rise sharply after the bubble peaks and policy reverses.
“Gold will go straight up.”
Listen at 1:11
Citi defines a bubble as a real price exceeding its long-term trend by two standard deviations.
“if someone if something goes up more than two standard deviations against the long-term trend in real terms we call it a bubble”
Listen at 1:59
The market entered bubble territory around mid-2025 under Citi’s definition.
“we entered bubble territory roughly middle of last year”
Listen at 2:54
The current bubble could eventually produce a severe market reversal.
“eventually we could have a fairly severe... sort of payback time”
Listen at 3:25
Investors should avoid excessive leverage and maintain hedges during a bubble.
“don't be over levered, have maybe some hatred on the book”
Listen at 3:41
Stocks may peak six to nine months before underlying fundamentals.
“stocks maybe peak six to nine months before fundamentals peak”
Listen at 4:19
Compute infrastructure will eventually become overcapacity.
“In the end, there will be overcapacity of compute.”
Listen at 4:47
Liquidity withdrawal is a major factor in bursting market bubbles.
“withdrawal of liquidity is one big aspect of popping them”
Listen at 4:53
Liquidity withdrawal contributed to the Nasdaq’s March 2000 peak.
“the market peeped in March”
Listen at 5:24
The first rate hike usually has limited impact, while the final hike harms markets.
“The first Fed hike is usually not a problem. The last Fed hike is a problem.”
Listen at 5:33
Market breadth typically narrows during a bubble as investors concentrate in one theme.
“The nature of the bubble is actually that breadth gets very narrow”
Listen at 6:25
November and December are historically strong months for equities.
“November, December are always strong seasonals”
Listen at 6:55
November–December seasonality is stronger following a good equity year.
“in a good year, the seasons are even stronger”
Listen at 7:00
Equities typically pull back about 5% before midterm elections.
“usually you get a bit of a pullback into the midterms nothing too tragic on average i think it's around five percent or so”
Listen at 7:30
The S&P 500 can probably continue ignoring interest-rate increases.
“we do think the smp can probably continue to ignore uh interest rates”
Listen at 8:57
The Federal Reserve chair’s shadow-rate reading indicates hawkish policy.
“right now it's at the highs. We think that means he's hawkish.”
Listen at 10:53
The S&P 500 usually pulls back around the first hike and stalls near the final hike.
“The S&P usually has a little bit of a pullback around the first hike and then stops carrying until the last hike.”
Listen at 11:31
A rule of thumb is selling bonds six months before hikes and buying when one hike remains.
“Bonds, the rule of thumb is you're supposed to sell bonds roughly six months before the first hike and you buy them back when there's one hike left.”
Listen at 11:44
Higher real rates explain nearly all of the rise in long-term Treasury yields.
“all the work has been done by real rates”
Listen at 13:33
Treasury markets have not indicated a loss of Federal Reserve credibility.
“the market never said that the Fed is losing credibility”
Listen at 13:37
Treasury markets have not signaled a major fiscal problem.
“the market never said that uh it's a big fiscal problem”
Listen at 13:51
The Treasury could reduce issuance duration in its November refinancing.
“the treasury could use the november refinancing to really again lower the duration of what they push into the market”
Listen at 15:45
Long-term real bond yields are attractive for sufficiently long-horizon investors.
“the real yields on offer on the bond market side are interesting”
Listen at 17:24
Equities will experience a meaningful setback within roughly five years.
“the equity market at some stage over the next five years or so will have a very meaningful setback”
Listen at 17:30
Policy rates may return to zero after the equity bubble bursts.
“maybe rates go back to zero whenever that happens”
Listen at 18:20
Treasuries will perform well during the next deflationary shock.
“when you really really need treasuries in your portfolio they will work”
Listen at 18:43
Citi’s macro model currently favors the dollar over the euro.
“right now it's three to one favoring the dollar”
Listen at 20:48
Willer has a short-term bullish bias toward the dollar.
“we have a dollar buddhist bias on the short term”
Listen at 22:46
Technology outperformance typically ends when a bubble peaks, not beforehand.
“the outperformance of tech ends when the bubble peaks, not before, typically”
Listen at 23:23
Major sector rotation generally occurs after a market bubble peaks.
“the really big sector rotation only happens after the bubble peaks”
Listen at 23:30
A breakdown in technology leadership would undermine the broader market narrative.
“if tech stops working, the whole story falls apart”
Listen at 24:06
Brazil’s incoming government will be market-friendly and seek fiscal order.
“the new government you know will be quite market friendly will try to restore fiscal order”
Listen at 25:03
Brazilian equities will benefit from a business-friendly government and lower rates.
“the brazilian market will benefit both from that but also for much lower interest rates”
Listen at 25:19
Brazil can implement aggressive interest-rate cuts as fiscal conditions change.
“you can get very aggressive rate cuts”
Listen at 25:46
Brazil’s currency appreciation should provide an additional boost to equities.
“the currency should be an added kicker to the equity story”
Listen at 27:10
A bullish U.S. view implies a positive stance toward emerging Asian markets.
“emerging Asia has to be part of the positive side of the equation given our US view”
Listen at 28:37
Europe is not extremely bearish but is not a preferred market.
“Europe is, it's not that we are extremely bearish, it's just it wouldn't be a pick for us”
Listen at 29:24
China’s GDP growth has historically had little correlation with equity-market performance.
“there's no correlation in China”
Listen at 30:06
Buying the China index may not capture China’s technological and industrial strengths.
“i'm just not convinced that if i buy the china index i will benefit from from those factors”
Listen at 30:50
Short-term gold performance is driven primarily by interest rates.
“In the short term, rates are almost all that matters.”
Listen at 31:48
Gold may peak when the People’s Bank of China stops buying it.
“gold will probably peak when the PBOC is done buying gold”
Listen at 32:53
Long-term reserve-asset demand creates a bullish case for gold.
“in the very big picture, there is a clear bull case for gold”
Listen at 33:03
Willer recommends avoiding gold while the Fed is hawkish and rates may rise.
“I just wouldn't pick it up.”
Listen at 33:07
Investor sentiment toward bonds is becoming increasingly negative.
“bonds are getting increasingly hated”
Listen at 33:37
TIPS generally offer a higher Sharpe ratio than nominal bonds.
“tips are in general a higher sharp ratio proposition than nominal bonds”
Listen at 34:44
Long-term investors should buy and modestly lever TIPS for higher risk-adjusted returns.
“You should buy tips and lever them up a little bit because they're less volatile and then you get a higher return than fundamentals.”
Listen at 34:52
Investors should buy TIPS near the end of a Federal Reserve hiking cycle.
“You want to own all those things when the Fed is almost done.”
Listen at 35:14
Copper remains a valid indicator of macroeconomic conditions.
“copper itself is still, I think, a very valid signal”
Listen at 36:41
Copper has a higher Sharpe ratio when global data momentum is rising.
“whenever that is moving higher, copper is just a much higher sharp ratio than if it's not”
Listen at 36:56
Global data momentum is currently rising, supporting copper.
“right now it is moving higher”
Listen at 37:02
Willer favors copper under current macro conditions.
“we like copper”
Listen at 38:04
Breakdown among market leaders usually signals a shorter-lived bubble.
“when they start to break down it's usually a very bad sign for the longevity of the bubble”
Listen at 38:52
The generals indicator exits when four of the S&P 500’s top seven stocks break down.
“when four of those seven break down”
Listen at 39:14
Credit can hedge an equity-bubble recession because it will underperform sharply.
“credit will be a good hedge because, again, when the equity bubble bursts and you get into a recession scenario, credit will really underperform.”
Listen at 40:48
Oil is the appropriate hedge against an oil-price spike scenario.
“if you want to hedge it as the oil spike the only thing to do is to buy oil”
Listen at 41:19
The market bubble will continue for another year as the base case.
“the bubble will keep giving for another year”
Listen at 41:36
The Federal Reserve hiking cycle will almost certainly end by next year.
“next year, almost certainly the Fed hiking cycle will be behind us”
Listen at 41:46
Investors may add bonds aggressively once the hiking cycle ends.
“you can add bonds again to your portfolio, maybe quite aggressively”
Listen at 41:52
Resolution of the Iran situation will bring oil back to about $70.
“the Iran situation will be resolved, which means that oil will be back to $70”
Listen at 41:59
Gold should recover after oil falls and hiking cycles end.
“when that happens, then gold should make a comeback too”
Listen at 42:37
An equity-market peak next year would materially change the macro outlook.
“if equity markets should peak already next year, then of course, everything will be very different”
Listen at 42:55
An early equity peak would prompt Fed easing and much lower rates.
“Fed will change direction rates, will change direction rates, could go very, very low levels again”
Listen at 43:12
A severe equity downturn would likely force the Fed to buy long-term bonds.
“The Fed will probably have to buy the back end of the curve.”
Listen at 43:17
Markets generally price anticipated events before they occur.
“the market is always forward-looking”
Listen at 44:18
Lula shifted toward the political center after his election.
“He moved to the center quite a bit”
Listen at 44:27
Global forces account for roughly 70% of emerging-market performance.
“global forces are probably 70 percent of the game for these emerging markets”
Listen at 45:08
Statements are attributed to the speaker as said on the episode and reflect their view at the time, not PodLume's. They are not advice.
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