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Lori Zager & Lisa James
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market insights
November 12, 2025
The AI Revolution – Lessons from History and a Potential Shakeout

The artificial intelligence boom is reaching a critical juncture. After years of explosive growth, the economics of AI are shifting in ways that could upend who actually profits from the technology. While investors have poured billions into building the infrastructure behind AI, history suggests that the biggest winners may once again be the users—not the makers—of this new form of intelligence. Please see our initial blog on AI entitled, AI: The Intelligence Revolution

We may be reaching an inflection point where the baton passes from the companies that make AI possible to the companies that use AI to run their business more efficiently. As this transition happens, there are investment implications.

The Bubble Building Beneath the Surface
The signs of excess are piling up. Oracle has taken on unprecedented levels of debt to fund its entry into AI infrastructure. Nvidia and OpenAI are effectively financing their own customers, creating circular flows of capital reminiscent of late-stage bubbles. Meanwhile, off-balance-sheet financing vehicles, called special purpose vehicles (SPVs) are obscuring the true scale of leverage across the sector.

It all feels familiar. During the telecom boom of the early 2000s, companies raced to lay fiber optic cables that would remain dark for years. Today, AI firms are building capacity that may never be fully utilized. Even government agencies are being asked to backstop private-sector bets, a sign that confidence may be giving way to concern.
The Open-Source Disruption
For years, the dominant assumption in AI has been that bigger models mean better performance. That scaling law is now being challenged. Researchers are finding that smarter algorithms and training techniques can outperform brute-force approaches that rely on ever-larger datasets and compute budgets.

The rise of open-source models—particularly from China—has accelerated this shift. The so-called “DeepSeek moment” has shown that models like Kimi2 Thinking can match the performance of leading proprietary systems at a fraction of the cost. With open models improving rapidly and available for free, innovation is spreading far beyond the handful of companies that once controlled the field.
Historical Parallels
Every major technological revolution follows a similar pattern: costs collapse as learning curves steepen. In AI, this process is happening at an unprecedented speed. As models train themselves more efficiently and hardware improves, the cost of processing tokens—the basic units of AI computation—is falling toward zero.

This dynamic echoes the lessons Warren Buffett drew from the early internet era. The technology changed the world, but the companies that built the infrastructure—Cisco, AOL, Yahoo—failed to capture lasting value. The same paradox may now be unfolding in AI: transformative impact, but disappointing returns for the builders.
The User Advantage
If history is any guide, the real winners will be those who use AI most effectively, not those who produce it. Asset-light companies like Apple can integrate AI into existing ecosystems without massive capital outlays. Data-rich platforms such as Google and Reddit can monetize user interactions more efficiently. In healthcare, robotics firms like Intuitive Surgical are enhancing precision and outcomes through AI-driven tools.

By contrast, the infrastructure providers face mounting risks. Their capital expenditures are soaring even as margins shrink. A single misstep—betting on the wrong chip architecture or overbuilding capacity—could leave billions stranded.
Managing the Cycle
Market psychology follows its own rhythm. Popping popcorn might provide a useful analogy. At first, just a few kernels pop — a few investors sell. As the heat rises, more follow. Eventually, nearly everyone sells in a cascade, though a few kernels never pop at all. That’s what bubbles look like in real time: early cracks trigger self-reinforcing fear, and once momentum shifts, it feeds on itself.

The fear of missing out (FOMO) drives the upswing. Ironically, the same fear — of being caught at the top — drives the fall.

For investors, the prudent approach may be to gradually reduce exposure rather than trying to time the exact peak. Dollar-cost averaging out of overheated positions can preserve upside potential while limiting downside risk.
Systemic Exposure
The AI narrative now dominates global markets. The ten largest U.S. stocks—many of them AI-linked—make up nearly 40% of the S&P 500’s total value. Consumer spending, corporate profits, and even GDP growth are increasingly tied to the fortunes of this single theme. If the AI trade falters, the ripple effects could be broad and deep.
The Paradox of Progress
Artificial intelligence will reshape industries, redefine productivity, and unlock new forms of creativity. But as with past technological revolutions, the financial rewards may not flow to those building the machines. They will flow to those who wield them best.In the end, intelligence—no matter how advanced—becomes a commodity. And as every investor eventually learns, the commodity always gets commoditized.
If you’d like help thinking through portfolio adjustments or risk management strategies, we’re here to help!
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RECENT POSTS
August 28, 2025
AI: The Intelligence Revolution

The coming AI revolution is going to be 100 times bigger than the industrial revolution – 10 times bigger and maybe 10 times faster, says Demis Hassabis, the CEO of DeepMind, the artificial intelligence arm of Google, and Noble Prize winner. We’ve received many questions from our clients about the impact of AI and how best to invest in it. Our first attempt at tackling this important topic follows.

BY 2X Wealth Group
June 16, 2025
Does Your Portfolio Need Bonds?

Traditionally, the answer for most investors has been a resounding yes. For decades, many benefited from the positive performance of the standard 60/40 portfolio (60% equities/40% bonds). But times change, and bonds may not provide the security they used to. We review the primary benefits of bonds, discuss which types are the best portfolio diversifiers, and when bonds can be most effective.

BY 2X Wealth Group
May 5, 2025
How Do You Protect Your Portfolio in Uncertain Times?

There is no ‘one-size fits all’ answer to this question. Every recession or bear market is driven by a unique set of events, and the portfolio strategies that work best depend on the specific causes and the prevailing political and economic circumstances leading to the downturn.

BY 2X Wealth Group
April 4, 2025
shock and awe

Markets around the world are down today due to Trump’s unexpectedly punitive tariffs. These tariffs are feared to be inflationary and may cause a recession in the U.S. and abroad.

BY 2X Wealth Group
March 11, 2025
Chaos

As Lenin famously said,” there are decades where nothing happens and weeks where decades happen.” We find ourselves in the thick of chaos, with daily political announcements and stock market gyrations. We anticipated volatility, but we got more than we bargained for.We work hard at fighting confirmation bias. In this blog, we attempt to understand different points of view and explain the steps we have taken in the current environment.

BY 2X Wealth Group
February 3, 2025
4Q 2024 Investor Letter:
Deep Thoughts and DeepSeek

In 2024, much of the 25% equity market return came from multiple expansion. Earnings for S&P 500 companies only grew about 10%, but the amount investors were willing to pay for those earnings (P/E multiple) expanded by about 16%. Thus, about two thirds of 2024 equity performance came from multiple expansion.

BY 2X Wealth Group
January 15, 2025
Our 10 Surprises for the New Year

In memory of famous investor Byron Wien, who was known for his list of 10 surprises each year, we provide our own list of potential economic, financial, and political surprises for 2025.

BY 2X Wealth Group
October 23, 2024
3Q 2024 Investor Letter:
Is the Recent Runup in Chinese Stocks a Durable Rally or a Flash in the Pan?

In August of 2021, we decided China was un-investable and reduced our exposure to Chinese equities. In our blog “From Beijing to Wall Street” (here), we detailed our rationale.

BY 2X Wealth Group
August 7, 2024
What Spooked the Markets?
Halloween Came Early

Ouch. Since August 1, the S&P 500 has fallen over 7%, a dramatic move, but not yet a correction from the July highs. However, the NASDAQ is down over 10% and firmly in correction territory.

BY 2X Wealth Group
July 31, 2024
2Q 2024 Investor Letter:
What’s Happening Under the Covers

Why the U.S. Economy Has Remained Resilient in Spite of the Fed Raising Interest Rates and Reducing Their Balance Sheet

BY 2X Wealth Group
November 20, 2023
Our 10 Surprises for the New Year

In memory of famous investor Byron Wien, who was known for his list of 10 surprises each year, we provide our own list of potential economic, financial, and political surprises for 2024.

BY 2X Wealth Group
May 19, 2023
A Pollyanna* Market?

If you just landed from Mars and we told you that three good sized U.S. banks had failed, the Federal Reserve had raised rates 5% in 13 months, the yield curve had been inverted since last year, the latest Senior Loan Officer’s Survey showed banks less willing to lend while already at recessionary lending levels, and according to Treasury Secretary Janet Yellen, we are within two weeks of the government running out of money to pay its obligations, would you believe the S&P 500 is up about 9% thus far this year?

BY 2X Wealth Group
March 23, 2023
RUN on the BANK

How Banks Work
What Causes Banks to Fail
How the Government is Responding
How Bank and Brokerage Accounts May Be Protected
Dilemma for the Federal Reserve

BY 2X Wealth Group
November 1, 2022
The Federal Reserve Has Taken the Punchbowl Away - We Are Worried About a Hangover

We suspect most people think getting inebriated is more fun than sobering up.

BY 2X Wealth Group
March 17, 2022
Inflation is as Violent as a Mugger, as Frightening as an Armed Robber and as Deadly as a Hit Man

We hate to sound like a broken record and ruin the party, but inflation presents a problem which won’t be easily fixed.

BY 2X Wealth Group
March 17, 2022
Regime Change

The four most dangerous words in investing are “this time is different”.

BY 2X Wealth Group
December 28, 2021
Investment Jargon for the New Year

A Tongue in Cheek Guide to the Latest Investment Concepts

BY 2X Wealth Group
August 31, 2021
From Beijing to Wall Street

The Changing Investment Climate

BY 2X Wealth Group
June 2, 2021
Bitcoin Billionaire???

Mine your reward coins as you read our blog!

BY 2X Wealth Group
February 3, 2021
Robinhood, Reddit, Gamestop and You: The Making of a Financial Flash Mob

Who doesn’t love the story of David’s triumph over Goliath? This past week a group of “small” investors made tremendous amounts of money (on paper at least) by buying stocks that were heavily shorted by large, sophisticated hedge funds.

BY 2X Wealth Group
October 28, 2020
Tricky Times

Markets hate uncertainty, and we can’t remember an election with such potential disparate outcomes. As we speak, the presidential race looks closer than ever, and the Senate majority is in question. Meanwhile the pandemic rages, and the President and Congress can’t agree on a stimulus plan. It’s no surprise stock market volatility has risen.  

BY 2X Wealth Group
September 15, 2020
Ash & Anxiety In the Air

Fires are burning. The presidential election has never been more heated, and our whole election process is repeatedly questioned. The cold war with China continues to brew regardless of the political party in power. A global pandemic has taken hundreds of thousands of lives and jobs, created loneliness for our seniors, and caused those entering hospitals for medical procedures to endure alone.

BY lori Zager & lisa James
June 11, 2020
Rip Van Winkle fell asleep after ringing in the New Year in 2020  

He woke up today and asked us for an update. We explained there was a global pandemic that had claimed almost 400,000 lives worldwide and more than 100,000 in the United States.

BY lori Zager & lisa James
March 30, 2020
Contagion and Containment:
How can we treat our ailing financial markets?

Medical experts say widespread lockdowns and social distancing must happen to contain the coronavirus and avoid overwhelming our hospital system.

BY LISA JAMES
March 19, 2020
The S&P 500 Catches
the Coronavirus

Bombs and tweets couldn’t sink the S&P 500, but Covid-19 did.

BY LORI ZAGER & LISA JAMES
December 20, 2019
Why Gold Often Glitters

While there is a role for gold in a diversified portfolio, gold is not universally liked or owned by investors and wealth managers.

BY LORI ZAGER & LISA JAMES
September 23, 2019
Alarming Spike Last Week in Banks' Short-term Funding Costs

The rates on overnight repurchase agreements, known as repos, suddenly rose above 9% last week.

BY LORI ZAGER & LISA JAMES
May 30, 2019
Why do We Care About the Shape of the Yield Curve? What Does it Tell Us?

We never really know where markets and the economy are headed, but market participants constantly look for clues.

Lisa James
November 15, 2018
The Art of the deal

Why does the current market tone feel different from the February and March stock market selloffs? 

Lori Zager & Lisa James
June 5, 2018
What role do Bonds play in your portfolio?

When do they protect you? When do they hurt you?

Lisa James & Lori Zager
March 22, 2018
Rising Interest rates? Inflation? How do they affect you?

The 10-year US Treasury bond bottomed in July of 2016. Since then, the interest rate on the 10-year has more than doubled from 1.39% to 2.9%.

Lori Zager & Lisa James
February 8, 2018
Volatile Markets

Worst Day Ever for the Dow Jones Industrial Average!

Lisa James & Lori Zager
November 20, 2017
Concerned about buying at the top

Perspective As the current bull market ages (from the bear market end in March 2009) investors are increasingly worried about buying at the peak.

Lori Zager
August 1, 2017
The Difference Between An ETF And A Mutual Fund

The basic difference between a mutual fund and an exchange traded fund (ETF) is that an ETF trades like a common stock as its price changes throughout the trading day.

Lori Zager
June 9, 2016
Brexit Flight to Quality

Brexit is spurring a flight to quality move into US Treasuries.

Lori Zager
June 1, 2016
Does it make sense to buy dividend paying stocks?

The short answer is yes.

Lori Zager

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