CrunchBase : The Week’s 10 Biggest Funding Rounds: Polymarket And Reflection AI

The Week’s 10 Biggest Funding Rounds: Polymarket And Reflection AI Lead A Varied Lineup Of Megarounds

The past week brought a varied assortment of large startup financings, with big rounds in sectors ranging from events-based betting to AI to energy to biotech. Leading the pack for round size were prediction market platform Polymarket and open standards-focused AI startup Reflection AI, which each raised $2 billion.

1. (tied) Polymarket, $2B, prediction market: Intercontinental Exchange, the operator of clearing houses and exchanges including the New York Stock Exchange, announced that it will invest up to $2 billion into the prediction market platform Polymarket. The deal sets an $8 billion pre-money valuation for New York-based Polymarket, which lets users wager on event probabilities across markets, politics, sports and other areas.

1. (tied) Reflection AI, $2B, AI: New York’s Reflection AI, a developer of LLM training models based on open standards, raised $2 billion in a funding round backed by Nvidia and a long list of venture investors. The financing sets an $8 billion valuation for Reflection, which is reportedly 15x the valuation it secured just seven months ago.

3. Base Power, $1B, battery power: Base Power, an Austin, Texas-based provider of battery-powered home energy, secured $1 billion in Series C funding led by Addition. Founded in 2023, Base has raised $1.3 billion in known funding to date, per Crunchbase data.

4. Stoke Space, $510M, space tech: Stoke Space, a developer of reusable launch vehicles, picked up $510 million in Series D funding led by US Innovative Technology Fund in conjunction with a $100 million debt facility led by Silicon Valley Bank. The funding will be used toward expanding production capacity in its launch vehicle and activating its launch complex at Cape Canaveral.

5. Expedition Therapeutics, $165M, biotech: San Francisco-based Expedition Therapeutics, a developer of therapies for inflammatory and respiratory diseases, closed on $165 million in Series A funding co-led by Sofinnova Investments and Novo Holdings. Funding will support a Phase 2 study for its drug candidate to treat chronic obstructive pulmonary disease.

6. EvenUp, $150M, legal tech: EvenUp, a legal tech startup that creates artificial intelligence products for the personal injury sector, landed $150 million in Series E funding. Repeat backer Bessemer Venture Partners led the round, which sets a valuation of more than $2 billion for the San Francisco-based startup.

7. Duos, $130M, health benefits: Minneapolis-based Duos, a digital health platform focused on Medicare beneficiaries, locked up $130 million in a growth equity investment led by FTV Capital. Founded in 2020, Duos has raised over $160 million in known funding to date.

8. Nilo Therapeutics, $101M, biotech: Nilo Therapeutics, a startup focused on developing therapies based on advances in neuro-immunology, launched with a $101 million Series A round. The Column Group, DCVC Bio and Lux Capital led the financing for the New York-based company.

9. Torl Biotherapeutics, $96M, biotech: Torl Biotherapeutics, a startup focused on antibody-based immunotherapies for cancer patients, closed on a $96 million Series C round. The Los Angeles company did not disclose investors but did say the funding would go to advance multiple clinical trials in progress.

10. Harvey, $59M, legal tech: Harvey, a provider of AI-enabled tools for legal professionals, raised $59 million from EQT Growth aimed at supporting international expansion. The financing brings total reported funding to date for San Francisco-based Harvey to $865 million, with most of that secured in 2025.

9to5 : iOS 26’s Notes app added a clever new way to use its many tools

Apple Notes gets more powerful every year, and iOS 26 brought its own batch of new features. With new capabilities comes the threat of feature bloat, but Notes has a clever solution that makes its ever-growing set of tools more easily accessible in iOS 26.

iOS 26 gives Apple Notes an ‘adaptive toolbar’
Notes was once an extremely simple iPhone app. Features were minimal, as Apple prioritized just making it a quick place to jot down notes.
But at some point, the company started aggressively building Apple Notes into a powerhouse tool. Today, it can compete with the best third-party apps out there.

Whenever you make a simple app more powerful though, there’s a risk of feature bloat. Notes, for its part, does a good job of keeping the app experience simple and intuitive despite a growing set of capabilities.
In iOS 26 though, there’s a key change on that front.
Notes now uses an adaptive toolbar, which puts the most relevant tools front and center.
How the new adaptive toolbar in Notes works
The previous toolbar in iOS 18—which sat right above the software keyboard—featured the following buttons:
  • Formatting menu
  • Checklist
  • Tables
  • Attachments
  • Markup
  • Apple Intelligence writing tools
Many of these had additional options hiding behind them.
In iOS 26, Apple has completely revamped that toolbar.
It now has 18 buttons total, with the first six the same as before. But now you can swipe horizontally to access more tools.
18 tools is a lot, which is where the ‘adaptive’ part comes in.
When you’re writing or editing text in a note, the toolbar will automatically start showing the most relevant tools based on what you’re doing.
So if you’re editing standard text, Notes will show options like bold, italics, underline, and highlight inside the toolbar.
If you select multiple lines of text, the toolbar changes to show options like indent and outdent, lists, and more.
You can always swipe through the full toolbar at any time. But hopefully, by Apple making the toolbar adaptive, you shouldn’t have to do that very often.
What do you think of Notes’ new adaptive toolbar in iOS 26? Let us know in the comments.

9to5 : Investor group led by Hollywood producer to acquire iPhone spyware compan

Investor group led by Hollywood producer to acquire iPhone spyware company NSO

NSO, the Israeli company behind iPhone spyware Pegasus, is being acquired by a group of investors led by Hollywood producer Robert Simonds. Here are the details.

Other members of the investor group remain undisclosed.
Long-time 9to5Mac readers are probably familiar with Pegasus, NSO Group’s spyware that uses zero-click exploits in iOS and Android to give government agencies access to targeted phones.

Over the years, Pegasus and the NSO Group have been involved in multiple controversies and lawsuits, including one filed by Meta, which in 2019 sued the firm for allegedly targeting WhatsApp users through a zero-click exploit and was awarded $167 million earlier this year.

Behind the scenes, NSO Group has had its share of drama, too. After a share buyback, control of the company was transferred in March 2023 to a holding entity owned by Omri Lavie, one of its original founders.

Following the ownership change, Hollywood producer Robert Simonds joined NSO’s board and attempted to acquire the company. He resigned five months later, after the deal fell through.

Now, Simonds has reportedly reached a new agreement to acquire the company for an undisclosed amount. The acquisition has been accepted in principle, but still needs to be approved by Israel’s Defense Export Control Agency, as well as the FTC in the US.

As noted by CTech, one possible hudrle may be Simonds’ prior business ties to China:

“He founded STX Entertainment in 2012 with investments from Hony Capital, a Chinese private equity fund controlled by Legend Holdings, the parent company of Lenovo. In 2016, additional investors joined, including Tencent and Hong Kong-based PCCW. Three years later, TPG and Hony Capital led another $700 million funding round in STX.”

Interestingly, when asked about the deal by TechCrunch, an NSO spokesperson said the following:

“This investment does not mean that the company is moving out of Israeli regulatory or operational control. (…) The company’s headquarters and core operations remain in Israel. It continues to be fully supervised and regulated by the relevant Israeli authorities, including the Ministry of Defense and the Israeli regulatory framework.”

He later requested that the comments be withdrawn, arguing they were made off the record, though TechCrunch stated that no such understanding had been established.

WSJ : Four Things to Know About Beijing’s Rare-Earths Bombshell

Four Things to Know About Beijing’s Rare-Earths Bombshell
China threatens to withhold indispensable tech materials ahead of Trump-Xi summit

Ahead of a potential meeting between President Trump and Chinese leader Xi Jinping, Beijing dropped a bombshell: China was further restricting access to the supplies that American companies need for computer chips, cars and other technology. The move gives China leverage ahead of expected trade talks with Washington.

Here’s what to know.

Which supplies did China restrict and why are they important?
They are called rare earths, which are elements in the ground. While not actually rare, they are difficult to extract because they are scattered and mixed among other rocks and minerals. Few places have a rich concentration of the most sought-after rare earths. One such area is southern China, part of the reason the country supplies around 90% of the world’s rare earths.

One of the most critical rare earths is dysprosium, atomic number 66 on the periodic table. If the tech industry were a bakery, dysprosium would be like baking powder: It is used in small quantities but essential for enabling electric-car motors, wind turbines, military systems and computer-chip machinery.

What exactly has China done?
China’s Commerce Ministry on Thursday expanded previous export controls by adding a seemingly onerous requirement: Any company—in China or abroad—must get Chinese permission to export certain products that derive more than 0.1% of their value from a rare earth.

The ministry also expanded the list of export-restricted rare earths, and banned their export for use by foreign militaries. Meanwhile, China on Friday targeted other American interests by imposing port fees on U.S. ships and opening an antitrust investigation into Qualcomm. It is all part of Beijing’s campaign to fight back against Washington’s own trade curbs.

Which businesses will be affected?
That depends on which products are affected, and the rules aren’t clear. They might target just rare-earth materials and rare-earth magnets, or they might hit a range of parts and components that have some rare earths inside. The ambiguity may be purposeful to give the Chinese side flexibility during negotiations with the U.S.

Most finished consumer goods, such as laptops and smartphones, will likely fall short of the threshold, said research firm Capital Economics, but intermediate goods such as motors may exceed it.

China said it would give particular scrutiny to export of the restricted items if they are intended to help build advanced chips or support artificial-intelligence research. Earlier rare-earth restrictions already hit automakers such as Ford, and the targeting of AI and semiconductors was a reminder that China is trying to curb American AI chip leader Nvidia.

Some analysts say the new rules suggest that companies with both military and civilian businesses, such as Boeing, could be denied access to rare earths for even civilian purposes.

Will China go through with it—and what can the U.S. do?
Many analysts believe the new restrictions are a negotiating tactic by Beijing ahead of trade talks, but it is likely to retain some rare-earth curbs for the long term. In response, Trump said he would impose 100% tariffs on China by Nov. 1 and suggested he may snub Xi at a conference in South Korea late this month, when they are supposed to meet. The U.S. also has leverage over China because it produces chips needed for artificial-intelligence processing and industrial products like jet engines—things Beijing has yet to master.

The U.S. is building its own rare-earth magnet supply chain. Trump suggested the U.S. may stop importing Chinese rare earths. Rare-earth deposits are available outside China, but matching China’s mining and processing infrastructure will take years.

Barron's : Kevin Warsh Says Jerome Powell Has Failed. Inside the Mind of the Man

Kevin Warsh Says Jerome Powell Has Failed. Inside the Mind of the Man Who May Lead the Trump Fed.
The former Fed governor is among the top three contenders for the next chair. He spoke with Barron’s about rates, inflation, and more.

Kevin Warsh likes to tell a story that explains why he would remake the Federal Reserve from top to bottom if President Donald Trump chooses him to be the central bank’s next chair. Trump will soon announce a replacement for current Chair Jerome Powell, and has named Warsh as one of his top candidates for the job.

The story goes back to 2006, when Warsh made history by becoming the youngest-ever Fed governor at 35. His age notwithstanding, he had an impeccable pedigree: Stanford University undergrad, a stint as Milton Friedman’s research assistant, Harvard Law, a rapid rise at Morgan Stanley, an appointment to the National Economic Council, and more. But all of that meant he was essentially overthinking monetary policy, he says now.

It took a meeting with the inflation-slaying giant of a former Fed chair, Paul Volcker, to straighten him out. “I asked him a series of arcane questions about the central bank and the fed-funds rate,” Warsh, 55, says in an interview.

Volcker stopped him. “He said to me, the job of the central bank is to do two things. It is, first, to get interest rates about right. And second—and he emphasized it was at least as important as the first—is to make sure you look like you know what you’re doing.”

“The Powell Fed has failed on both measures,” Warsh says.

Much like Trump, Warsh wants lower interest rates. But that isn’t accomplished by writing down a lower rate-predicting dot on the Fed’s next Summary of Economic Predictions. That would be only the first part of Volcker’s maxim.

Markets also need to see a Fed chair who looks like he knows what he’s doing—who has credibility, in Fed-speak. Warsh believes that the markets distrust the Powell Fed after a series of policy mistakes has left inflation running hot. The consumer price index grew at a 2.9% annual rate in August, well above the Fed’s 2% target, the Bureau of Labor Statistics reported in mid-September, just before the Fed cut interest rates by a quarter of a percentage point.


The next Fed chair can reset the institution’s credibility, in Warsh’s view, only by overhauling the way the Fed thinks about its relationship with the markets, the economy, and the rest of the government.

Warsh would chart a new course that de-emphasizes the inflationary impact of factors such as supply chains and tariffs in favor of a view of inflation driven by government spending and the money supply. And he would cease what he sees as the Fed’s political interference in the rest of the government’s actions.

All of that makes questions about where Warsh would set rates more or less moot, in his mind. Markets would react to the newly credible Warsh Fed by lowering interest rates on their own.

Warsh may not be the president’s ultimate pick to lead the Fed. But in the 14 years since he left the Fed, Warsh has become a leading intellectual force in the conservative movement to reform the central bank. That movement is eager to seize the moment as soon as Powell’s term ends on May 15, 2026. Its goal: Downsize the Fed to get it out of the way of the other parts of the government.

That would start with undoing Powell’s efforts since he became chair in 2018. “The Powell Fed has failed to get interest rates about right for most of the tenure of the Powell Fed,” Warsh says.

He ticks off a list of the Powell Fed’s perceived flaws: “Wrong track record, wrong operating framework, lack of curiosity, and lack of credibility.”

The Fed’s poor track record on interest rates goes back to 2018, when “they raised rates into a market meltdown, and I called them out for that,” he says.

In 2020, the Fed adopted a policy that would allow inflation to run above its 2% target to compensate for times when it ran below, as it had for years in the wake of the financial crisis. “They begged for higher prices,” Warsh says.

That orientation made the Fed late to acknowledge the danger of the post-Covid-pandemic inflation surge. The consumer price index peaked at an annual growth rate of 9.1% in June 2022.

“Then they blamed everyone else for it: Vladimir Putin, Covid,” Warsh says.

That continues to this day, he adds. “Even at the latest meeting, they said they find themselves in a very challenging position, as if they are victims. They are not victims of the state of prices. They are the cause of them.”

The Fed’s blunders have made the central bank effectively unable to control interest rates, Warsh says. “Markets, businesses, households, they remember the mistakes.”

He cites the bond market’s behavior following the Fed’s rate cuts from September to December 2024. Powell and other voting members of the Federal Open Market Committee lowered rates by half a percentage point in September 2024, a move Trump immediately denounced as an attempt to swing the election that year for his opponent. Quarter-point cuts followed in November and December.

But as the federal-funds rate fell, the yield on the 10-year Treasury note rose by more than a full percentage point from mid-September until it peaked at 4.8% in mid-January of this year.

The Fed controls very short-term rates via changes in the fed-funds rate. It can move those up and down more or less at will. It can influence the direction of longer rates, such as the yield on the 10-year Treasury note, but bond-market traders ultimately set those rates. The 10-year yield in turn sets the rates for mortgages, credit cards, and other consumer debt.

“The purpose of cutting rates is to cut rates,” Warsh said at the Grant’s Fall Conference, an event for investors, on Sept. 30. The Fed’s officials thought they had done so. “Well, they should ask everyone out there that was looking to get a mortgage. Thirty-year fixed-rate mortgages went up 100 basis points [one percentage point]. That is a sign of an institution that has mistaken its powers and influence.”

An alternative explanation for the rise in bond yields is that the market was ingesting new data in late 2024: Trump won the election in November, prompting traders and investors to assume that taxes probably would be cut. Lower taxes can drive growth, deficit spending, and inflation.

Similarly, Powell’s defenders argue that while the Fed may have waited too long to react to the Covid-era inflation spike, its actions ultimately resulted in a sharp fall in inflation. Warsh, in their view, is cherry-picking uncomfortable moments from the safety of his private-sector perch, where he doesn’t need to deal with the complexity of running a central bank in a rapidly evolving economy.

His criticisms of the dangers of inflation also appear to be at odds with his plan to lower rates, they say, while his plan to reduce the money supply simply won’t matter, since changes in how much the government prints don’t send clear signals about inflation.

The Federal Reserve didn’t respond to a request for comment.

Nonetheless, to Warsh, the Fed’s track record demands what he often calls “regime change.”

“We need to fundamentally rethink macro, which is a fundamental rethink of the core economic models that the Fed is using—rethink what is the core theory of inflation that the Fed is using, which I think is mistaken.”

The models that the Fed uses to interpret economic data are wrong, in Warsh’s view. “They believe that inflation is driven by consumers, by wages that are rising too much, and consumers that are spending too much,” Warsh says. “I fundamentally disagree. At the core, I think inflation comes about when the government spends too much and prints too much.”

Warsh wants to see a return of monetarism, a school of thought that holds that increases in the money supply can drive inflation. “That [idea] is sacrilege in the four walls of the Federal Reserve and sacrilege in the Harvard economics department,” he says.

Warsh would limit significant areas of the Fed’s authority, as well, such as banking supervision. He believes that the political agencies are better suited to manage that kind of regulation.

Nor would the Fed retain full discretion over some decisions regarding its now-$6.6 trillion balance sheet, in his view. The Fed began to buy up financial assets such as Treasuries, and later mortgage-backed securities, in the wake of the 2008-09 financial crisis to help the financial system create more credit while interest rates were already near zero. Warsh was on the Fed board at the time and said he supported that attempt as a kind of necessary evil. But now that the crisis is long past, the Fed should stop holding those assets.

That view isn’t especially heretical among some Fed watchers, given disagreements about the role the Fed’s balance sheet plays in the markets. But Warsh sees it as part of a greater plan to restore balance between the Fed and the elected parts of government.

He refers to the plan to reduce the balance sheet as part of an update to the 1951 Treasury-Fed Accord. That agreement cemented the Fed’s independence from the rest of the government. The accord left the Fed in charge of government spending and taxation, or fiscal policy.

But the Fed’s large holdings now effectively overstep into the fiscal domain that is, or should be, the responsibility of elected officials, Warsh says. The Fed’s large holdings influence the market by arguably holding down some Treasury yields.

Warsh wants not just to reduce the size of the balance sheet—with due notice to markets to avoid disruption—but also to give Treasury Secretary Scott Bessent a large share of the responsibility for how and when that happens. “The Treasury secretary would need to find the proposed change in Fed holdings acceptable, given that it is partially fiscal policy in disguise,” Warsh says.

Warsh would turn off that part of what he refers to as the monetary “printing press.” By doing so, “you have created space to lower interest rates,” he says.

Warsh served on the Fed through the 2008-09 financial crisis and departed in 2011. He then took positions at Stanford. (His penchant for three-piece suits bucks Silicon Valley’s trend toward more casual business fashion.) He is married to Jane Lauder, a billionaire by virtue of her stake in the cosmetics company named for her grandmother, Estée Lauder.

But Warsh’s “real day job” is working for the legendary investor Stanley Druckenmiller. Warsh was hired in 2011 after Druckenmiller stopped taking outside investors’ money and set up the Duquesne Family Office to manage his “small nest egg,” in Warsh’s words. Warsh arrives early to Duquense’s Midtown Manhattan office, decorated with antique American flags, to put in a full day’s work helping Druckenmiller trade.

“We invest in every capital market in the world, in Asia, Europe, the U.S., and South America,” Warsh says. “And we exchange views; you know, we debate, should we be long or short the yen? Should we be long or short the pound? Should we be long or short U.S. Treasuries?”

Warsh declines to share his or Druckenmiller’s view of Treasuries or other positions.

Duquesne found success investing in early-stage private companies such as Palantir, now public. “[CEO] Alex Karp, Stan, and I have been through quite a lot together,” Warsh says, without elaborating.

He is also friendly since college with the investor Peter Thiel and venture capitalist Marc Andreessen, whom Warsh says put him and Druckenmiller into Bitcoin early. Duquesne remains active in crypto.

Over time, Warsh also became “dear friends,” he says, with Bessent, a fellow protégé of Druckenmiller’s who is now Trump’s Treasury secretary. The two talked regularly for years before Bessent took the job.

They remain close but now talk much less frequently, Warsh says.

But Bessent and Warsh had one important recent conversation: In September, Warsh says, “I met with Scott in a formal interview to be considered to be Fed chair.”

Trump considered Warsh for Fed chair during his first term, and has expressed regret that he ultimately went with Powell instead. He has said he is considering three people as his top choices now: National Economic Council Director Kevin Hassett, Fed governor Christopher Waller, and Warsh.

Bessent is formally charged with vetting the candidates, and has said he intends to hand a list of some three to five names to Trump soon.

The interview, Warsh says, “seemed like a normal discussion that Scott and I have had for the last 15 years.”

They talked about “the issues of the moment and the policy choices that the Federal Reserve and, more broadly, the U.S. government have made,” he says.

Bessent didn’t instruct Warsh where he wanted the Fed to set rates, and neither has Trump, Warsh said. But Trump has also said repeatedly in public that he wants the Fed to lower rates by as much as three percentage points. The current federal-funds rate target range is 4.00%-4.25%.

Trump’s interventions have made investors uneasy about the future of Fed independence, which is at the heart of the central bank’s inflation-fighting credibility. All living Fed governors and a bipartisan group of Treasury secretaries recently signed on to a brief to the Supreme Court arguing that the president’s attempt to fire Fed governor Lisa Cook over alleged mortgage fraud was a dangerous risk to that independence.

Warsh dismisses that brief. “I did not know that senior economic officials’ at the Treasury and the Federal Reserve expertise went all the way to constitutional jurisprudence,” he says.

As for his views about the Fed lining up with the outcome the president wants, that is in large part because what the president wants is good for the economy, Warsh says.

“What you’re hearing from me is the views I’ve had for more than a dozen years. You and others can judge whether they’re convenient or inconvenient,” he says.

Barron's : How One Investor Came Back After Losing a Fortune

How One Investor Came Back After Losing a Fortune
Victor Haghani shares the investing lessons he learned after the hedge fund he co-founded, Long-Term Capital Management, collapsed.

n 1998, Victor Haghani lost more than 80% of his wealth over a handful of months. He had been a leading figure on Wall Street for more than a decade: first as one of the pioneers of a lucrative bond-arbitrage strategy at Salomon Brothers, then as a co-founder of the legendary hedge fund Long-Term Capital Management. But when LTCM collapsed, Haghani’s fortune went with it.

What followed was nearly a decade of reflection for Haghani. He ultimately re-emerged with a new investment approach, focused on low-cost, rules-based index investing. He founded an independent wealth advising firm, Elm Wealth, in 2011. And he co-wrote a book, The Missing Billionaires: A Guide To Better Financial Decisions, in 2023.

Today, Haghani publishes academic research on financial theory and helps manage more than $2 billion of client assets through Elm. He spoke with Barron’s about the lessons he learned from LTCM, the lack of personal finance education on Wall Street, and the big question that investors consistently overlook.

Barron’s: Your book is called The Missing Billionaires. Who are they?

Victor Haghani: In the year 1900, there were about 4,000 millionaires living in America. If we were to pick just one of those families, say, a family with $5 million, and assume they invested their wealth in the U.S. stock market and spent it at a reasonable rate, that single family would have generated about 16 separate billionaire households today.

And yet, today there are only 700 billionaires in the U.S., and basically none of them derived their wealth from old money. So there are tens of thousands of “missing billionaires.”

I’m not lamenting that fact. But it’s a parable to show how hard it is for even well-resourced investors to make good financial decisions, especially over long periods.

What are the biggest mistakes people make when it comes to losing wealth?

Families don’t take the right amount of risk. They follow poor spending patterns. These problems aren’t apparent in the short term, but over long periods, they are massive issues.

When I look today at wealthy families, they are still largely invested in relatively concentrated, high-fee, relatively tax-inefficient portfolios. They might own a few stocks that made them wealthy, or they’re in alternative investments with high fees. There’s still a huge amount of room for us to improve everybody’s financial decision-making.

What’s one investing lesson you want the public to learn?

Investing consists of two decisions. You have to decide what you want to have in your portfolio. And then you have to decide how much of those things to have.

A huge amount of ink has been spilled on the “what” question: what’s going up, what’s going down, what’s a good stock, what’s not so good. But people really aren’t prepared for the sizing decision. And that’s remarkable, because the sizing decision is really of equal import: You could decide to invest in non-U.S. equities, but if you just put 1% of your wealth into them, that’s a bad sizing decision.

People don’t have a framework for thinking about sizing. There’s so much reliance on conventional asset allocation ideas, like the 60/40 portfolio, that don’t have anything to do with the changing long-term expected return of stocks and bonds. And the sizing question isn’t a competitive game—it’s not like your gain is somebody else’s loss. It’s an easier question! You don’t even need to get sizing exactly right. You just need to get in the ballpark.

What framework should investors use to size investments?

Suppose we’re trying to decide how much of a risky portfolio to own. The more we own of it, the higher our expected return. But the risk is going up, too, and the cost of risk isn’t going up linearly. It’s going up with increasing speed, because we don’t like big risks. So, when finding the optimal size for an investment, we have to weigh both the returns and the risks.

Academics have tried to come up with some rules of thumb for sizing. The easiest is the Merton share, which Bob Merton wrote about in 1969. That says the amount of a risky asset you want in your portfolio is equal to its expected excess return, divided by the square of the standard deviation of returns. And you also have to divide by your personal degree of risk aversion, because each person can tolerate a different amount of risk.

The Merton share is just a heuristic, but the main point is that investors should have a simple, rules-based framework in mind when thinking about sizing. Many don’t.

Why don’t they?

Most individual investors don’t get financial training at all. The vast majority of investors haven’t taken a course in finance. And even if an investor did take a finance course, they learned the basic concepts of modern finance. They learned about the market portfolio and the capital asset pricing model. But those courses don’t say much about sizing.

How did you found Elm Wealth?

In the early 2000s, I was thinking about how to invest my family’s savings. Initially, I was attracted to the Swensen model [an approach involving high allocations to alternative investments]. But over time, I became disillusioned with the fees, the taxes, the complexity, the concentration. Around 2006, I decided I wanted to primarily have my family’s savings invested in low-cost, broad-market, market-cap-weighted index funds.

Once I decided on indexes, the elephant in the room was allocation. How should I decide how many U.S. stocks, non-U.S. stocks, and bonds to own? Sticking with some fixed percentage just felt wrong and suboptimal to me. In 1989, Japanese equities represented 45% of the global stock market. Having been in Japan and lived through the late 1980s, I knew that if I were managing my family’s assets at that moment in time, I wouldn’t have wanted half my equity exposure to be Japanese equities.

I wanted a simple, rules-based investing approach. When the expected excess return is low in a market, I wanted to cut back. When there’s low volatility, I wanted to increase exposure. So, I tried to find the simplest solution to the problem that would be manageable for me to do. We call the approach at Elm “dynamic index investing.”

Tell us more about what’s going on under the hood with dynamic indexing.

We use simple metrics to come up with expected return and risk—the factors that determine sizing. So, we break the market into four buckets: U.S., developed Asia, Europe, and emerging markets.

Within each bucket, we use the earnings yield, which is simply adjusted earnings over price, and subtract the yield on TIPS [Treasury inflation-protected securities]. That gives us expected excess return. And there are many ways to measure risk, so we just chose the simplest, which is using momentum as a proxy. When expected excess returns are high in a region, we allocate more. When the risk is high, we allocate less.

You might say: What about sectors? What about tech, industrials? That’s where we feel like there’s too much granularity. The earnings yield captures a lot of differences between sectors. For example, the earnings yield of tech companies is lower than the earnings yield of utilities, because tech companies are probably going to grow faster than utilities.

What is dynamic investing saying to do now?

Currently, the elevated price-to-earnings ratio for U.S. stocks translates into a long-term expected return just 1.5 percentage points above Treasuries. However, the current low volatility of U.S. equities pulls in the direction of a higher allocation, netting to a modest underweight. Non-U.S. equities offer a more attractive 4.5 percentage-point risk premium, also with low volatility, leading to a significant overweight.

We manage the ELM Market Navigator exchange-traded fund, which publishes its allocations daily; current weights are 30% U.S. stocks, 45% non-U.S. stocks, and 25% U.S. Treasuries, versus baseline targets of 45%, 30%, and 25%, respectively. Market risk can shift rapidly, and a move to high global equity volatility would prompt us to shift allocations sharply from equities to fixed income.

Many advisors say they aim to deliver “alpha,” meaning they can beat the market. That doesn’t sound like your approach.

We aren’t trying to beat the market. We’re trying to give people a comfortable, sensible exposure to global asset prices with as much diversification as possible, with as low a cost and the greatest amount of tax efficiency we can get.

That’s very different from the philosophy at your previous employers, Salomon Brothers and Long-Term Capital Management.

Those are experiences I wouldn’t trade for anything. There was so much excitement and creativity. Now, I learned a lot about finance, but I learned zero about personal finance there. It’s remarkable that you can go to Wall Street and get no guidance in personal investing.

The biggest lesson in personal finance I ever learned was from losing the majority of my savings when LTCM ended. It was 80% of my savings or more. Losing vastly more than half of my wealth was something that required a lot of reflection. So, for the next 10 years, I did a lot of reflecting.

Investors lose money in investment vehicles all the time. But it was interesting that people relatively well trained in finance, somebody like me, could have such a large allocation to something that could go down by so much. It was kind of inexcusable that I did that.

It sounds like you learned your lesson. Have investors?

It isn’t clear. We see really encouraging investment behavior, with this huge growth in index investing, with 401(k)s and tax-deferred retirement accounts, and very low levels of trading.

But we’re also seeing two different phenomena. One is this frenetic, highly speculative activity by retail investors, driven by zero commissions, the growth of social media, and then turbocharged by Covid-19 when everyone suddenly had so much more time.

Then on the institutional side, university endowments have over half of their assets in extremely high-fee, concentrated, illiquid alternative assets. These illiquid assets aren’t reflecting the true volatility of their value over time. So, we have endowments and other institutions that invest in these things and feel that they aren’t really taking that much risk, just because private assets don’t get marked to market every day. There’s a volatility illusion that has made it attractive for investors.

Thank you, Victor.

Barron's : A Major Eli Lilly Shareholder Has Sold Stock Nearly Every Day in Octo

A Major Eli Lilly Shareholder Has Sold Stock Nearly Every Day in October. Here’s Who It Is.

A nonprofit founded by members of the Lilly family has been unloading Eli Lilly stock nearly every day since the start of the month.

Of the first six trading days in October, the Lilly Endowment has made sales on five of them. The most recent transaction came on Oct. 7, when the Lilly Endowment sold 26,795 shares of common stock for an average of $848 each, or $22.7 million in total, according to a Form 4 filed with the Securities and Exchange Commission.

Following that sale, the foundation directly owned 94.6 million shares, which were valued at more than $80 billion based on Wednesday’s closing price of $845.72.

On Oct. 6, Lilly Endowment unloaded an additional 161,183 shares in a series of eight transactions totaling more than $137 million. The fund has been on a selling spree as of late. Last week, Lilly Endowment sold a combined 656,015 shares in the period spanning Oct. 1 to Oct. 3.

Lilly Endowment didn’t respond to a request for comment regarding the latest transactions.

The endowment is a private, tax-exempt foundation that was established in 1937 through gifts of Eli Lilly stock. Since then, it has grown into one of the world’s largest private philanthropic foundations, and it remains a major shareholder whose assets consist primarily of Lilly stock.

The drug company has been in the news as of late, mostly in relation to the Trump administration’s pharmaceutical tariffs, which are set to be levied against drugs manufactured outside the U.S. with the exception of generics.

Lilly is likely immune due to its domestic manufacturing footprint. Despite Trump’s threats, Lilly has also been expanding internationally. The drugmaker said Monday that it planned to invest $1 billion in India to increase production in the country.

The company is locked in a bitter race with Ozempic maker Novo Nordisk to snap up share in the market for weight-loss drugs. Lilly is the developer of tirzepatide, which is marketed as Mounjaro for the treatment of type 2 diabetes and Zepbound for chronic weight management.

Shares of the pharmaceutical giant are up 9.6% this year, lagging behind a 15% gain for the S&P 500. The stock’s performance has varied versus peers. Lilly has fallen behind Johnson & Johnson, which is up 31%, but has outperformed Pfizer, which is down 3.2%.

U.S.-listed shares of Novo, meanwhile, have slumped 31% this year. The iShares U.S. Pharmaceuticals exchange-traded fund, which counts Lilly as its largest holding, has jumped 16% over the same period.

Barron's : Ferrari’s EV Reveal: A Top for the Stock? Sizing Up Thursday’s Plunge

Ferrari’s EV Reveal: A Top for the Stock? Sizing Up Thursday’s Plunge.
The luxe car maker unveiled its first electric vehicle amid great fanfare. Why the stock fell 16%.

Key Points
  • Ferrari unveiled its first electric model, the Elettrica, along with financial projections that caused its shares to fall 15.8%.
  • The Elettrica boasts 1,000 horsepower and a range of at least 329 miles, but its success hinges on appealing to traditional Ferrari enthusiasts.
  • Ferrari plans to invest 4.7 billion euros between 2026 and 2030 in electrification, facing challenges similar to other luxury automakers.

MARANELLO, Italy— Ferrari gave investors a glimpse of its first electric model on Wednesday, at a presentation here that felt more like something out of the Tron sci-fi franchise than a luxury launch event.

Laser beams and pounding industrial music accompanied Ferrari’s reveal of the Elettrica’s chassis, motor, and battery pack, as well as a built-in system that amplifies the sounds of the electric engine in a bid to replicate the feeling that drivers get when they hear the visceral roar of a traditional supercar.

For investors, however, there was only the sound of a plunging stock.

The problem was that Ferrari also unveiled its financial projections for the rest of this decade, and they were lower than expected. The Milan-listed shares fell 15.8% on Thursday, to 354 euros ($409), the largest one-day decline since the company went public in October 2015. That could mark the end of a run-up that saw the shares more than double in the three years through Wednesday. They’re now down about 15% for the year.

The long-awaited Elettrica is emerging as a symbol of the road ahead—both the obstacles and the unknowns.

The cars are being manufactured in-house at a brand new “e-building” in Maranello, the northern Italian city that Ferrari calls home. Anyone who wants to see more will have to wait until spring 2026, when the company plans to lift the hood on what the finished model will look like and cost.

There’s a lot riding on whether Ferrari enthusiasts, who’ve helped transform the car maker into Europe’s most valuable auto company, buy in. The company, with a market value of $76.5 billion, scaled back its previous guidance about electrification at a Capital Markets Day on Thursday but still expects 20% of its lineup to be electric by 2030.

The case for electrification relies on there being an undertapped market of would-be buyers—wealthy people who care about the planet too much to want to drive a supercar powered by a traditional internal combustion engine.

“Luxury EVs are still a young and immature category,” says Brian Lum, an investment manager at Baillie Gifford. “It’s important to build that next generation of Ferraristi, and electrification should help them to do that.” Baillie Gifford holds about 4.3 million Ferrari shares, a position that was valued at about $2.1 billion as of Wednesday’s close.

The raw stats also look impressive. At 1,000 horsepower, the Elettrica offers as much power output as any other top-end Ferrari, and a top speed of more than 192 miles an hour is in line with most of the company’s existing models. After a single charging session, the car will be able to drive at least 329 miles, which ought to combat some customers’ range anxiety.

But Ferrari’s entire business model hinges on cachet. The Prancing Horse’s customers are willing to fork out millions of dollars to make repeat purchases because of the perception that its supercars are best-in-class. If the EV rollout doesn’t go to plan, it could undermine that brand.

It remains to be seen whether the amplified engine noises win over fans that already own dozens of traditional, gas-guzzling Ferraris. And like other EVs, the Elettrica won’t have gears—instead, paddles on the steering wheel will enable drivers to adjust power delivery and torque, and switch among three driving modes.

“I’m strongly against fake engine sounds….In every case, I’ve found it very tacky,” Luc Poirier, a Canadian real estate investor who currently owns 34 Ferraris and plans to add more to his collection, tells Barron’s ahead of the EV reveal. “To me, it takes away from the purity of the driving experience and feels artificial, almost like a gimmick.”

Even after Thursday’s stock tumble, investors are paying up for Ferrari. The shares trade at 38 times estimated earnings for the next 12 months, high for a company whose projected earnings growth has fallen to just 5.5% a year through 2030. It’s higher than BMW’s multiple of 7.3, Porsche’s, and luxe standard-bearer LVMH Moët Hennessy Louis Vuitton’s 24.

Investors could well lose some ardor for Ferrari if it can’t get the electric rollout right.

Earlier this year, the company’s board warned that the Elettrica may not sell at Ferrari’s typical lofty margins, so it could be partly to blame for the soft guidance.

There are costs attached to the electric pivot, too: Ferrari has dipped into its pockets to construct the Maranello e-building, and expects cumulative expenditures of €4.7 billion from 2026 to 2030 as it ups its innovation efforts. Unless the company can wow investors with its EV pricing, the Elettrica could weigh on the stock for some time.

This isn’t just a Ferrari problem. Other high-end auto makers also have struggled to reposition their businesses in the EV era.

Porsche gave its fourth profit warning of the year on Sept. 19, saying that volatile demand would force it to delay the launch of a long-awaited all-electric vehicle. It said it expects to take a €1.8 billion hit from rescheduling a platform for EVs in the 2030s, and cut its guidance for its profit margin for 2025 to 2%, down from 5% to 7% previously. Shares tumbled 7%.

Lamborghini and McLaren have also said over the past year that they would delay plans to launch electric models, citing weak demand.

Ferrari has long been the gold standard for luxury auto makers. Since 1947, Maranello has always been careful to maintain its heritage, keeping tight control of shipments in a strategy that founder Enzo Ferrari often described as always delivering “one less car than the market demands.”

But if the Prancing Horse can’t drum up enough demand to make the Elettrica a hit, then perhaps its stock has run out of road.

Barron's : Dell Is Just Beginning to Tell Its AI Story. Buy the Stock.

Dell Is Just Beginning to Tell Its AI Story. Buy the Stock.
The company is transforming itself into a growth stock but not being treated as one by the market.

Key Points
  • Dell’s infrastructure solutions group reported 44% sales growth year over year in the second quarter, driven by AI server demand.
  • The company projects over $20 billion in AI server sales this year, positioning it as a leader in the growing AI market.
  • Dell’s shares trade at 13.5 times expected earnings, significantly lower than the S&P 500’s 22 times, despite anticipated 16% EPS growth.

Dell Technologies is becoming a high-growth company—and its stock is extremely cheap.

This is no longer your father’s Dell, which made only PCs. The company has been growing its business manufacturing servers, which are a crucial component in the high-growth artificial-intelligence industry. Its legacy PC business, meanwhile, can stabilize and continue to produce steady cash flows.

If it all comes together, the stock could surge. The upside is substantial, considering Dell is still priced for slow growth.

Dell’s transformation to a growth stock starts with the AI business. Its infrastructure solutions group, which accounts for all non-PC business, reported sales growth of 44% year over year, to $16.8 billion, in the second quarter. The servers and networking subsegment, meanwhile, grew by 69%, reflecting increased demand for AI servers.

Companies are already spending more than $100 billion each year on AI servers, according to Grand View Research, and should continue to buy more of those products as they build out their data centers to power AI software capabilities. Grand View projects the server business to grow by 39% annually to reach $854 billion by 2030. Jeff Clarke, Dell’s chief operating officer, this week spoke to Barron’s about the company’s servers business.


The company is projecting more than $20 billion in sales from AI servers this year, which would make it among the leaders in the field. Other sizable companies include Hewlett Packard Enterprise, Super Micro Computer, and Lenovo, according to Grand View’s report.

Management said on the second-quarter earnings call in August that its enterprise segment grew by double-digit percentages quarter over quarter, a sign that the growth is still in the early stages. One customer is Elon Musk’s xAI, which reportedly agreed to buy $5 billion worth of Dell servers.

Dell also has other ways beyond AI to juice revenue. Management highlighted the services business at its Oct. 7 investor day. The segment, which represents almost a quarter of total revenue, is part of the company’s long-term strategy to win over customers.

“Dell can complement its AI server with engineering expertise and then financial services,” says Gabelli Funds analyst Hendi Susanto. Dell provides consulting for server replacements, while Dell Financial Services comes in handy when a customer can’t pay out of pocket for a purchase. Gabelli Funds owns Dell shares.

Acquisitions, which Dell has made in the past, could be another source of growth. With more than $8 billion in balance-sheet cash and $7 billion of projected annual free cash flow, Dell could easily buy a smaller server maker. It could also borrow funds to acquire a larger company’s data center unit. That way, it can offer a suite of products that complement each other—and win more business.

The company does have more than $20 billion of debt, but “if there’s a CEO that could actually raise money, it’s Michael Dell,” says Susquehanna Financial analyst Mehdi Hosseini.

And Dell still has its PC business. While it’s true that this segment has lost some market share in recent quarters, analysts are calling for 3% growth next year as Dell benefits from an upgrade cycle that incorporates high-performance AI.

Overall, total company revenue is expected to increase about 9%, to $116.6 billion in 2026, according to FactSet. Management confirmed this figure at its investor day, with long-term annual revenue growth guidance of high single digits. Dell’s operating profit guidance of $9.4 billion for fiscal year 2026, at the midpoint of the range, was greater than the $8.2 billion that analysts had forecast previously. Growing sales of AI servers, with larger margins than the rest of the business, would help profitability.

Larger margins, combined with more than $4 billion in annual share repurchases, can drive earnings per share higher. Analysts expect 18% EPS growth next year.

That type of growth could boost the stock if the market perceives it as sustainable. Dell trades at 14.5 times earnings estimates for the coming 12 months, though that multiple could drop if analysts lift their estimates following investor day. Either way, the stock is cheap compared with the S&P 500’s 22 times forward earnings, to say nothing of the many tech hardware stocks whose revenue is tied to AI. That gap is simply too wide for the potential growth.

There is a caveat to the narrative about long-term growth: heated competition. The risk is that Dell would lose its competitive edge to one of the other server makers. M&A could provide a solution but comes with its own risks. If Dell borrows too much money to buy a company and the deal doesn’t pan out, the stock would get hit hard. The PC business, too, could lose its luster versus competitors.

One potential source of competition could turn into an opportunity. Dominant software companies such as Microsoft, Amazon.com, and Alphabet are trying to make their own AI servers. While they have the cash and the tech expertise to do it, Dell could use that as a chance to pivot to midsize customers, known as the “enterprise” segment. Those companies are still ramping up their adoption of AI servers, and many are large enough to finance these purchases, while some others could go through Dell Financing. This would ultimately result in further growth for Dell.

Dude, you’re getting Dell stock.

Barron's : Dell Is Just Beginning to Tell Its AI Story. Buy the Stock.

Dell Is Just Beginning to Tell Its AI Story. Buy the Stock.
The company is transforming itself into a growth stock but not being treated as one by the market.

Key Points
Dell’s infrastructure solutions group reported 44% sales growth year over year in the second quarter, driven by AI server demand.
The company projects over $20 billion in AI server sales this year, positioning it as a leader in the growing AI market.
Dell’s shares trade at 13.5 times expected earnings, significantly lower than the S&P 500’s 22 times, despite anticipated 16% EPS growth.

Dell Technologies is becoming a high-growth company—and its stock is extremely cheap.

This is no longer your father’s Dell, which made only PCs. The company has been growing its business manufacturing servers, which are a crucial component in the high-growth artificial-intelligence industry. Its legacy PC business, meanwhile, can stabilize and continue to produce steady cash flows.

If it all comes together, the stock could surge. The upside is substantial, considering Dell is still priced for slow growth.

Dell’s transformation to a growth stock starts with the AI business. Its infrastructure solutions group, which accounts for all non-PC business, reported sales growth of 44% year over year, to $16.8 billion, in the second quarter. The servers and networking subsegment, meanwhile, grew by 69%, reflecting increased demand for AI servers.

Companies are already spending more than $100 billion each year on AI servers, according to Grand View Research, and should continue to buy more of those products as they build out their data centers to power AI software capabilities. Grand View projects the server business to grow by 39% annually to reach $854 billion by 2030. Jeff Clarke, Dell’s chief operating officer, this week spoke to Barron’s about the company’s servers business.


The company is projecting more than $20 billion in sales from AI servers this year, which would make it among the leaders in the field. Other sizable companies include Hewlett Packard Enterprise, Super Micro Computer, and Lenovo, according to Grand View’s report.

Management said on the second-quarter earnings call in August that its enterprise segment grew by double-digit percentages quarter over quarter, a sign that the growth is still in the early stages. One customer is Elon Musk’s xAI, which reportedly agreed to buy $5 billion worth of Dell servers.

Dell also has other ways beyond AI to juice revenue. Management highlighted the services business at its Oct. 7 investor day. The segment, which represents almost a quarter of total revenue, is part of the company’s long-term strategy to win over customers.

“Dell can complement its AI server with engineering expertise and then financial services,” says Gabelli Funds analyst Hendi Susanto. Dell provides consulting for server replacements, while Dell Financial Services comes in handy when a customer can’t pay out of pocket for a purchase. Gabelli Funds owns Dell shares.

Acquisitions, which Dell has made in the past, could be another source of growth. With more than $8 billion in balance-sheet cash and $7 billion of projected annual free cash flow, Dell could easily buy a smaller server maker. It could also borrow funds to acquire a larger company’s data center unit. That way, it can offer a suite of products that complement each other—and win more business.

The company does have more than $20 billion of debt, but “if there’s a CEO that could actually raise money, it’s Michael Dell,” says Susquehanna Financial analyst Mehdi Hosseini.

And Dell still has its PC business. While it’s true that this segment has lost some market share in recent quarters, analysts are calling for 3% growth next year as Dell benefits from an upgrade cycle that incorporates high-performance AI.

Overall, total company revenue is expected to increase about 9%, to $116.6 billion in 2026, according to FactSet. Management confirmed this figure at its investor day, with long-term annual revenue growth guidance of high single digits. Dell’s operating profit guidance of $9.4 billion for fiscal year 2026, at the midpoint of the range, was greater than the $8.2 billion that analysts had forecast previously. Growing sales of AI servers, with larger margins than the rest of the business, would help profitability.

Larger margins, combined with more than $4 billion in annual share repurchases, can drive earnings per share higher. Analysts expect 18% EPS growth next year.

That type of growth could boost the stock if the market perceives it as sustainable. Dell trades at 14.5 times earnings estimates for the coming 12 months, though that multiple could drop if analysts lift their estimates following investor day. Either way, the stock is cheap compared with the S&P 500’s 22 times forward earnings, to say nothing of the many tech hardware stocks whose revenue is tied to AI. That gap is simply too wide for the potential growth.

There is a caveat to the narrative about long-term growth: heated competition. The risk is that Dell would lose its competitive edge to one of the other server makers. M&A could provide a solution but comes with its own risks. If Dell borrows too much money to buy a company and the deal doesn’t pan out, the stock would get hit hard. The PC business, too, could lose its luster versus competitors.

One potential source of competition could turn into an opportunity. Dominant software companies such as Microsoft, Amazon.com, and Alphabet are trying to make their own AI servers. While they have the cash and the tech expertise to do it, Dell could use that as a chance to pivot to midsize customers, known as the “enterprise” segment. Those companies are still ramping up their adoption of AI servers, and many are large enough to finance these purchases, while some others could go through Dell Financing. This would ultimately result in further growth for Dell.

Dude, you’re getting Dell stock.