Two Quants and a Financial Planner

Earnings growth, hidden AI exposure, and investor behavior can tell very different stories about the same portfolio. This week's Excess Returns Weekly Wrap explores why getting the market call right is only part of earning the return.

Jack Forehand and Matt Zeigler revisit conversations with Jay Hatfield, Kai Wu, Ted Mortonson, and Daniel Crosby. They examine how stronger earnings can offset lower valuation multiples, why index funds may carry more AI exposure than investors realize, and how a winning fund can still leave its investors losing money. The discussion also weighs the AI buildout against dot-com comparisons and separates stock selection from the factor bets inside a portfolio.

Topics covered:

- Jay Hatfield on reaching an S&P 500 target with a different mix of earnings and valuation multiples

- Why rising stock prices can coexist with higher rates and worrying headlines

- Kai Wu on the AI infrastructure exposure hidden inside the S&P 500

- Ted Mortonson on how today's AI demand differs from the dot-com buildout

- Why real technological progress does not settle the question of investment returns

- Daniel Crosby on a fund that earned roughly 18.5% annually while its average investor lost money

- Building a portfolio you can hold through volatility and evaluating anxiety-adjusted returns

- Jay Hatfield's "reverse bubble" argument and the role of growth in judging valuations

- Kai Wu's ARK analysis: separating stock-picking results from small-company, growth, and profitability exposures

- Looking through fund labels to find overlap and meaningful diversification

Chapters:

00:00 Introduction and Jay Hatfield's market forecast

06:42 Earnings growth versus valuation multiples

10:45 Kai Wu on hidden AI exposure in index funds

17:45 Ted Mortonson on AI versus the dot-com cycle

22:07 AI adoption, expectations, and investment returns

27:40 Daniel Crosby on fund returns versus investor returns

34:01 Jay Hatfield's reverse bubble and growth-adjusted valuations

41:46 Kai Wu on ARK, factor exposure, and diversification

46:34 Closing thoughts and viewer comments

Learn more about the Excess Returns podcast network:

https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

AI financing risks, index-driven buying, and opportunities beyond US tech take center stage in this week's Excess Returns Weekly Wrap. Jack Forehand and Matt Zeigler explore how investors can distinguish a stock-market setback from a financial crisis—and build portfolios that account for more than one possible future.

Featuring clips from Andy Constan, Rob Arnott, Paisley Nardini, Colin McQueen, and Brian Portnoy, the discussion connects CoreWeave's funding challenges with the broader question of whether AI can deliver on investors' expectations. It also examines the forces behind index additions, the power infrastructure AI needs, the case for international value, and why experienced investors sometimes choose cash and peace of mind over maximizing returns.

Topics covered:

- Andy Constan on why AI stocks could suffer without triggering a financial crisis

- Why the eventual return on AI spending matters for the value of today's infrastructure

- Rob Arnott's SpaceX thesis and how anticipated index buying can create opportunities

- Paisley Nardini on under-owned real assets, energy, and infrastructure investment

- Looking beyond AI labels to the businesses receiving actual spending

- Colin McQueen on international valuations, improving earnings, and catalysts for value

- Why long-term international diversification differs from protection in a market crash

- Brian Portnoy on cash reserves, career risk, and portfolios that help investors sleep at night

- Andy Constan's concerns about financing needs, earnings expectations, and higher long-term rates

- Testing both bullish and bearish arguments before deciding how to position a portfolio

Chapters:

00:00 Introduction and Andy Constan on CoreWeave risk

08:51 Rob Arnott on SpaceX and index buying

16:50 Paisley Nardini on energy and AI infrastructure

22:48 Colin McQueen on international value opportunities

27:46 Long-term diversification versus crash protection

32:37 Brian Portnoy on cash, career risk, and peace of mind

38:45 Andy Constan's bear case: funding, earnings, and rates

45:03 Challenging your thesis and considering both tails

Learn more about the Excess Returns podcast network:

https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

AI financing, tech-stock complacency, and the return of bonds to the portfolio conversation take center stage in this week’s Excess Returns Weekly Wrap. The question connecting them: how much pain could investors face before rate cuts or government support arrive?

Jack Forehand and Matt Zeigler revisit conversations with Barry Ritholtz, Jim Paulsen, and Ben Hunt to explore the risks and opportunities surrounding the AI boom. They discuss whether massive investment can translate into lasting returns, who bears the cost of rising electricity demand, and why confidence in an eventual rescue can leave investors overlooking the losses that come first.

Topics covered:

• Barry Ritholtz on AI financing, IPO valuations, and data-center obsolescence risk
• Why real demand for AI does not settle the question of investment returns
• Jim Paulsen on two decades of tech outperformance and investor complacency
• The difference between relative outperformance and recovering from a major drawdown
• Ben Hunt on competition for electricity and the potential cost to consumers
• Barry Ritholtz on the renewed case for high-quality bonds without calling a market bottom
• Jim Paulsen on why rate cuts can coincide with falling stock prices
• Ben Hunt on government backstops, alternative asset managers, and the limits of “too big to fail”
• The potential long-term consequences of repeated rescues for inflation and inequality

Timestamps:

00:00 Introduction and the AI financing question
09:24 Jim Paulsen on tech outperformance and complacency
18:11 Ben Hunt on who pays for AI’s power demands
24:02 Barry Ritholtz on the case for bonds
30:13 Jim Paulsen on rate cuts and falling stocks
36:19 Ben Hunt on the pain before an AI backstop
40:38 The long-term costs of repeated rescues

Learn more about the Excess Returns podcast network:
excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

Strong earnings are supporting the rally, but narrow leadership is changing what investors own through an index fund. This week's Excess Returns Weekly Wrap explores the tension between healthy business results, growing concentration, and the risks of assuming yesterday's winners will keep leading.

Jack Forehand and Matt Zeigler connect insights from Ed Yardeni, Chris Davis, Robert Hagstrom, Katie Stockton, and Tom Maher. We discuss why weak breadth alone isn't a sell signal, what rising bond yields might be telling us, where small-cap earnings could improve, and how to balance letting winners run with managing portfolio risk.

Topics covered:

• Ed Yardeni's "fabulous earnings momentum" and the forces supporting corporate profits
• Why rising earnings can coexist with pressure on stock valuations
• Chris Davis on passive investing, momentum, and concentration inside index funds
• Katie Stockton on why narrow leadership alone doesn't invalidate a bull market
• Why broader participation isn't automatically good news for stock prices
• Ed Yardeni on rising yields, stronger growth, and the return of the bond vigilantes
• Tom Maher on improving small-cap earnings, reshoring, and AI infrastructure spending
• Why small-cap opportunities still require attention to profitability and business quality
• Robert Hagstrom on shrinking margins of safety, position limits, and trimming winners
• The regret on both sides of selling and why portfolio responsibilities matter

Timestamps:

00:00 Opening conversation and this week's connections
04:05 Ed Yardeni: earnings momentum supports the rally
11:48 Chris Davis: index concentration and momentum
18:17 Katie Stockton: what weak breadth does and doesn't mean
23:50 Ed Yardeni: rising yields and bond vigilantes
30:24 Tom Maher: the case for small caps beyond big tech
35:08 Small-cap dispersion, fundamentals, and index quality
39:18 Robert Hagstrom: trimming winners and margin of safety
43:27 Selling regret and the responsibilities of managing money

Learn more about the Excess Returns podcast network:
https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

Finding a good investment and knowing how much to put into it are different problems. This week's Excess Returns Weekly Wrap connects overlooked AI opportunities, the risks of concentrated portfolios, and the position-sizing mistakes that can turn favorable odds into losses.

Jack Forehand and Matt Zeigler revisit conversations with Michael Baron, Eric Pachman and Kris Abdelmessih. Michael Baron explains why some apparent AI losers may have valuable data advantages and how his firm manages investments as they become large positions. Eric Pachman traces diesel costs into consumer inflation and shares a grocery-price study that challenged his own assumptions. Kris Abdelmessih explains why surviving long enough to benefit from an edge depends on how much you bet.

Topics covered:

• Michael Baron on AI opportunities beyond the Magnificent Seven
• Why proprietary data may protect software companies from disruption
• Eric Pachman on diesel prices, freight surcharges and the path into CPI
• Why refinery constraints and crude-oil differences matter for fuel supply
• Kris Abdelmessih on how favorable odds can still lead to ruin
• Michael Baron on letting winners run while managing leverage and portfolio correlations
• Eric Pachman's comparison of Kroger prices with the government's food basket
• Why national averages can differ from your household's inflation experience
• Kris Abdelmessih on fractional Kelly and uncertainty about your true edge
• Applying position-sizing lessons to investing, gambling and insurance decisions

Watch the full interviews:

Michael Baron: AI beneficiaries, Tesla, SpaceX and managing concentrated growth portfolios
https://www.youtube.com/watch?v=KVCgmorfy50

Eric Pachman: What headline economic data misses about jobs, diesel costs and grocery prices
https://www.youtube.com/watch?v=5bXUBAPRvr0

Kris Abdelmessih: The Kelly Criterion, bet sizing and staying in the game
https://www.youtube.com/watch?v=YlTPdaT-X6U

Chapters:
00:00 Introduction and Michael Baron on overlooked AI winners
09:24 Eric Pachman on diesel costs and inflation
17:28 Kris Abdelmessih on good odds and bad bet sizing
22:44 Michael Baron on concentration and letting winners run
28:35 Eric Pachman tests grocery prices against CPI
33:33 Your household's inflation versus the headline number
37:41 Kris Abdelmessih on why investors use fractional Kelly
43:39 Being honest about your edge and applying Kelly in real life

Learn more about the Excess Returns podcast network:
https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

Do you understand the risks in your portfolio, or just the labels on your investments? This week's Excess Returns Weekly Wrap explores how index concentration, changing bond yields, and lessons from great investors can challenge the assumptions behind your investing decisions.

Jack Forehand and Matt Zeigler revisit conversations with Andy Constan, Jason Hsu, Jack Raines, and Gary Mishuris. They discuss what Treasury buybacks can actually accomplish, why owning the S&P 500 may leave you exposed to a single dominant theme, what small losses can teach investors, and why learning from Warren Buffett requires more than copying him. They also explore China's energy infrastructure and its role in the AI race.

Topics covered:

• Andy Constan on why growth and inflation expectations matter more for long-term rates than Treasury buybacks
• How policy announcements can influence markets before policymakers act
• Jason Hsu on AI concentration and the changing risks inside the S&P 500
• Why diversification requires looking beyond the number of stocks you own
• Jack Raines on experiencing losses while the stakes are manageable
• Separating a small trading account from a long-term investment plan
• Gary Mishuris on understanding, applying, and adapting the lessons of great investors
• Why copying Warren Buffett's approach may overlook your own temperament and circumstances
• Andy Constan on bonds' return potential relative to cash and their role in a diversified portfolio
• Jason Hsu on China's energy supply, electricity grid, and advantages in powering AI

Chapters:
00:00 Introduction and Andy Constan on Treasury buybacks
11:35 Jason Hsu on the risks hiding in the S&P 500
17:59 Jack Raines on learning from losses
23:37 Gary Mishuris on why copying Warren Buffett falls short
29:19 Andy Constan on how the case for bonds has changed
36:18 Jason Hsu on China's energy advantage in AI
41:09 Energy innovation and what could change next

Learn more about the Excess Returns podcast network:
https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

Are strong earnings and resilient consumer spending hiding a weaker economy underneath? In this Excess Returns Weekly Wrap, Jack Forehand and Matt Zeigler explore why that disconnect matters for stocks, bonds, and the risks investors take in their portfolios.

Featuring highlights from David Rosenberg, Jim Paulsen, Jenny Johnson, Bob Pozen, and Alex Edmans in conversation with Kai Wu, this week's discussion looks beyond headline numbers and familiar investing labels. From David Rosenberg's case for bonds to the lessons of Peter Lynch and Costco, the focus is on understanding what actually drives returns.

Topics covered:

- Why David Rosenberg is considering more bond duration and sees potential for a Treasury short-covering rally.

- How David Rosenberg's 50% stock allocation challenges the "permabear" label.

- Jim Paulsen's three-way earnings divide: technology, commodity-linked businesses, and the rest of the S&P 500.

- What could happen if AI spending and higher oil prices stop carrying earnings growth.

- Jenny Johnson's case for private-market access, and the hosts' concerns about retail investors becoming exit liquidity.

- Why liquidity needs and financial advice matter when investing in private assets.

- Bob Pozen's lessons from Peter Lynch: translating world events into company insights and buying when others retreat.

- How different investment vehicles shaped Peter Lynch's and Warren Buffett's strategies.

- Alex Edmans' research on employee satisfaction, Costco, and why valuable intangible assets may be overlooked.

- David Rosenberg's warning about spending supported by lower savings, credit cards, and stock-market wealth, and why the hosts see concern rather than an immediate recession signal.

Timestamps:

00:00 Welcome and this week's investing highlights

06:32 David Rosenberg's portfolio beyond the permabear label

11:22 Jim Paulsen: what headline earnings hide

17:45 Jenny Johnson: private markets and exit liquidity

25:33 Bob Pozen on Peter Lynch and Warren Buffett

30:29 Alex Edmans: Costco and employee satisfaction

37:52 David Rosenberg: what is sustaining consumer spending?

45:55 Why volatility attracts financial-media viewers

Learn more about the Excess Returns podcast network:

https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

Jack Forehand and Matt Zeigler explore portfolio diversification, hidden bond-fund risks, AI inflation and the competitive advantages that help great businesses compound. Drawing on conversations with Chris Mayer, Robert Hagstrom, Jared Dillian, John Kerschner and Michael Contopoulos, this Excess Returns Weekly Wrap examines how to build a portfolio you can stick with and why your investments should account for the risks in your working life.

Topics covered:

• Chris Mayer's invisible moats: how culture and execution can sustain high returns on invested capital.

• Why Robert Hagstrom sees potential mispricing in competitive advantages that are difficult to measure.

• Jared Dillian's challenge to Charlie Munger's advice about enduring 50% drawdowns.

• The Awesome Portfolio, risk tolerance and why comparing everything with the S&P 500 can undermine diversification.

• How debt-weighted bond indexes can leave investors with more interest rate risk than they expect.

• Understanding duration and the fixed income sectors that core bond funds can overlook.

• The case that AI spending, energy demand, labor shortages and rising wealth are inflationary today.

• How to judge whether AI threatens a business by tracking its most important operating metrics.

• Why value investors hold losers too long and how a few big winners can carry a portfolio.

• Dillian's life hedge: accounting for career risk, employer stock and human capital when investing.

Timestamps:

00:00 AI backlash and this week's investing lessons
05:03 Robert Hagstrom on invisible moats and mispricing
09:05 Jared Dillian challenges Munger on 50% drawdowns
13:05 Risk-adjusted returns and the benchmarking trap
17:15 The interest rate risk hiding in core bond funds
22:04 Understanding your bond fund's duration
28:23 Why AI's inflation costs can precede its benefits
33:25 Why value investors struggle to sell
37:53 The life hedge: when your job and stocks fall together
42:47 Investing alongside clients versus managing personal risk

Learn more about the Excess Returns podcast network:

https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

Jack Forehand and Matt Zeigler explore the AI investment boom, Federal Reserve credibility, accounting risks and the dangers of buying stocks to hold forever. Featuring clips from Dan Niles, Ben Hunt, Cameron Dawson and Dave Nadig, this Excess Returns Weekly Wrap connects rising AI adoption with questions about earnings quality, market narratives and the slow financial damage caused by gambling and overtrading.

Topics covered:

• Why even the smartest technology companies can overinvest and misread demand

• How agentic AI could drive another wave of adoption, computing demand and business returns

• Ben Hunt's broken teacup analogy for reputation and Federal Reserve credibility

• Why central bank actions matter more when investors stop believing the rhetoric

• Cameron Dawson's concerns about Nvidia receivables, hyperscaler cash flow and AI accounting

• How leases, special purpose vehicles and one-time investment gains complicate earnings analysis

• Dan Niles on survivorship bias and the risks of assuming today's market leaders will win forever

• How Ben Hunt measures narrative life cycles, bursts and shifts in common knowledge

• The connection between declining trust in central banks and gold prices

• Why sports betting, overtrading and repeated small losses can quietly undermine long-term wealth

Timestamps:

00:00 This week's lineup and Jack's unexpected action hero moment
04:09 Dan Niles on smart companies, AI bubbles and agentic demand
11:55 Ben Hunt on credibility and the Fed's broken teacup
19:46 Cameron Dawson on AI accounting and hidden cash flow pressures
28:13 Dan Niles challenges the buy-and-hold-forever mindset
32:51 Ben Hunt explains how to measure narrative life cycles
37:01 Connecting Fed credibility narratives to gold prices
41:04 Dave Nadig on the slow financial drain of sports betting
45:09 Gambling from income versus spending down your savings

Learn more about the Excess Returns podcast network:

https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.

In this Weekly Wrap, Jack Forehand and Matt Zeigler break down why rising long-term bond yields may be justified by stronger nominal growth, large fiscal deficits and AI-driven capital spending, and why the bigger market risk may be an AI earnings bubble rather than a valuation bubble. Featuring Kevin Muir, Dan Rasmussen and Ian Cassel, the episode also explores private equity’s huge software bet, the traits of elite stock pickers, and how the worldview of AI leaders could be driving unusually aggressive capital spending and risk-taking.

Topics covered:

• Why long-term bond yields may be more rational than alarming given stronger nominal GDP, inflation, deficits and heavy Treasury and corporate issuance

• How global fiscal expansion and the AI infrastructure build-out are adding to bond supply and upward pressure on rates

• Why suppressing market interest rates can distort an important economic signal and create unintended consequences

• How private equity became a lagged momentum investor and built massive exposure to software and healthcare technology

• Why recurring revenue does not make a business bulletproof, and how AI could challenge software economics that once looked untouchable

• Ian Cassel’s benchmarks for good, great and GOAT stock pickers, from 10-year outperformance to 20% annualized returns

• The five or six core investing skills elite stock pickers need, and why world-class investors become exceptional at one or two

• How AI CapEx can boost current supplier earnings while the buyer’s expense is spread over years through depreciation

• Why an AI earnings bubble could exist even if headline valuation multiples do not look extreme

• How futurism, expected-value thinking and confidence in AGI may be encouraging AI leaders to take enormous capital spending risks

Timestamps:

00:00 Intro: Kevin Muir, Dan Rasmussen and Ian Cassel
05:09 Why suppressing bond yields could create new risks
09:54 Private equity as a lagged momentum investor
14:15 Why investment committees chase three- and five-year returns
19:00 The skills that separate good investors from great ones
23:11 Why elite stock picking takes a decade or more to judge
27:18 How AI CapEx is changing cash flow, buybacks and earnings
31:47 Price bubbles vs earnings bubbles
36:00 Why AI leaders may be taking massive CapEx risk
40:49 AI adoption bottlenecks and the need for skepticism

Learn more about the Excess Returns podcast network:

https://excessreturns.co

No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.