Excess Returns
Excess Returns

Nov 11, 2026 · 1h 12m

Investors weigh AI’s sell-off against business fundamentals

Tech Is the Cheapest Since 2022. Walmart Is 46 Times Earnings. Where Is the Bubble?

The episode examines whether falling technology prices signal deteriorating businesses or create openings for disciplined, long-term investors.

3 key takeaways
  1. 1Market structure and concentrated trading can push prices far from fundamentals, creating volatility without immediately changing business value.
  2. 2Nvidia and defensive stocks illustrate the tension between growth expectations, valuation discipline, and the temptation to chase perceived safety.
  3. 3Investors need watch lists, rigorous research, and emotional preparation to distinguish temporary drawdowns from genuine thesis failure.

Don't miss

Hagstrom argues that AI companies have not explained their economic benefits, returns on capital, and long-term value creation clearly enough to sustain investor confidence.

The brief

Robert Hagstrom and Chris Mayer frame the sell-off as a test of long-term investing: prices can move violently even when business fundamentals have not changed.

They compare Nvidia’s AI-driven growth prospects with Walmart and other defensive stocks, arguing that a flight to safety can make supposedly stable companies expensive.

The guests return to Benjamin Graham’s voting-machine and weighing-machine distinction, using it to explain why market prices can remain disconnected from intrinsic value.

Their practical answer is preparation: maintain watch lists, study management communication and earnings transcripts, and challenge both struggling holdings and successful winners.

The sharpest unresolved question concerns AI’s next phase: companies must explain returns, capital needs, data-center economics, and broader value creation more clearly.

The episode’s takeaway is psychological as much as financial: surviving drawdowns requires knowing the business well enough to resist selling at the wrong time.

What was said on this episode

25 statements · 14 positive · 7 negative · 2 mixed · 2 neutral

  1. Robert Hagstromon Market diversityNegative3:27

    Reduced market diversity increases volatility.

    “when it loses its diversity and goes to one side, the volatility goes up”

    Listen at 3:27

  2. Bogumil Baranowskion AI infrastructure stocksPositive4:53

    AI infrastructure stocks contain worthwhile investment opportunities.

    “certainly there's got to be something in there that's worth it, I think, for sure”

    Listen at 4:53

  3. Robert Hagstromon Consumer staples and technology stocksPositive6:57

    Investors should sell consumer staples and shift toward technology.

    “the reverse trade is you should be selling your consumer staples in here and you should be leaning into tech now”

    Listen at 6:57

  4. AI technology will persist and see substantially greater use within ten years.

    “AI technology in some form is going to be here in 10 years from now, and it's going to be used much more heavily than it is now”

    Listen at 7:34

  5. Robert Hagstromon AI-related stocksPositive8:43

    Some AI-related stocks are near their cheapest valuations since 2022.

    “these things are as cheap as I've ever said. You'd have to go back to 2022 to start it”

    Listen at 8:43

  6. Robert Hagstromon NeoCloud companiesNegative9:06

    New NeoCloud companies without earnings face severe investment losses.

    “The new guys, they're going to get their head handed to you because they don't have any earnings yet”

    Listen at 9:06

  7. Robert Hagstromon Amazon and GooglePositive9:14

    Amazon and Google are not currently in bubbles.

    “I don't think Amazon is in a bubble. I don't think Google is in a bubble.”

    Listen at 9:14

  8. Nvidia is not currently in a bubble.

    “I don't think Nvidia's in a bubble.”

    Listen at 9:19

  9. Robert Hagstromon Technology-to-defense market rotationMixed9:56

    The technology-to-defense market rotation will reverse rapidly and violently.

    “When this thing changes, it'll change within 24 hours. The change will be vicious. It'll be swift.”

    Listen at 9:56

  10. Bogumil Baranowskion Stock-market investingPositive32:01

    Investors should avoid rushing stock-market decisions.

    “never be in a rush when it comes to stock market”

    Listen at 32:01

  11. Robert Hagstromon Excellent companiesNeutral38:33

    Even excellent companies periodically underperform over months, quarters, or years.

    “even the best of the companies, are not always going to shine every month, every quarter, every year”

    Listen at 38:33

  12. Robert Hagstromon IndexingNegative42:57

    Indexing is contrary to markets’ evolutionary development.

    “indexing would be the antithesis of the evolutionary state of markets”

    Listen at 42:57

  13. Bogumil Baranowskion Current market opportunityMixed47:44

    The strongest investment opportunity may still be six months away.

    “For all we know, the moment could still be six months away where you really get excited.”

    Listen at 47:44

  14. Robert Hagstromon Hagstrom’s portfolioPositive50:32

    Investors should not sell during the portfolio’s current valuation discount.

    “whatever you do, don't sell. Because right now, it is a very attractive time.”

    Listen at 50:32

  15. Robert Hagstromon Market reboundPositive52:23

    The market rebound will be as fast and powerful as the decline.

    “I strongly believe that the bounce back will be equally as fast and equally as powerful on the way back”

    Listen at 52:23

  16. Some AI companies will perform extremely well over three to five years.

    “there'll be a few that will do extremely, extremely well over the next three, five years”

    Listen at 56:56

  17. Bogumil Baranowskion AI investment opportunitiesPositive57:44

    AI investment opportunities may extend beyond obvious infrastructure companies.

    “the opportunity set I think is going to be amazing, but it could be broader than we think right now”

    Listen at 57:44

  18. The AI industry has performed exceptionally poorly in public relations.

    “I think the AI industry has done the worst job in public relations I've seen of any industry”

    Listen at 58:42

  19. Robert Hagstromon Amazon and GooglePositive1:00:11

    Amazon and Google already earn returns above their cost of capital.

    “the hyperscalers, particularly Amazon, Google, they're already earning above the cost of capital”

    Listen at 1:00:11

  20. Robert Hagstromon AI companiesPositive1:00:27

    AI companies must demonstrate sustainable profitability and economic returns.

    “they're going to have to start to let people know this is sustainable, this is good, people are making profits from it, it's got economic returns”

    Listen at 1:00:27

  21. Robert Hagstromon AI-related stock sell-offsNeutral1:03:11

    AI-related sell-offs eventually reach a point of selling exhaustion.

    “the first thing that happens is you eventually reach selling exhaustion”

    Listen at 1:03:11

  22. Robert Hagstromon Short sellersNegative1:03:28

    Short sellers become nervous after selling exhaustion and gains.

    “the shorts start to get nervous”

    Listen at 1:03:28

  23. Robert Hagstromon Short squeezesPositive1:03:40

    Short squeezes prompt short sellers to close positions and cover.

    “short squeeze episodes, you start seeing people say, I'll fold. I got my return. I'm out. I'll cover.”

    Listen at 1:03:40

  24. Robert Hagstromon AI compute capacityNegative1:07:53

    Compute capacity is the primary bottleneck for AI development.

    “If you really want to think where the bottleneck is in AI, it's compute.”

    Listen at 1:07:53

  25. Robert Hagstromon AI compute capacityNegative1:08:07

    Compute will remain AI’s major bottleneck for many years.

    “The big bottleneck for many, many years will be compute.”

    Listen at 1:08:07

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.

Weekly email

State of the Pod, every Monday

The week's most-discussed names and stories from podcasts, with the moments behind them. Free, five minutes, unsubscribe in one click.

Listen to the full episode and explore every guest, topic, and moment on PodLume.