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My Favorite Rx

"?!! So glad you mentioned that I didn’t even know it was an option. I’m looking forward to trying it next tax season. Sort of."
- Michael1
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$3 Trillion S&P 500 Gatecrashers

HAVE YOU GIVEN any thought to what's about to happen to your S&P 500 tracker? Three enormous IPOs are expected later this year: SpaceX, OpenAI, and Anthropic. Based on their most recent private transactions, SpaceX appears to be valued at around $1.25 trillion, OpenAI at roughly $800 billion, and Anthropic at approximately $380 billion. Combined, we could be looking at close to $3 trillion in private market value that wants to go public. To put that in perspective, the entire S&P 500 is worth roughly $60 trillion. That's not a routine year for markets. That could be a very large event indeed. I suspect the vast majority of people with money sitting in a tracker fund have absolutely no idea it's coming. Those that do might have read some of the more sensational claims I've seen about immediate, disruptive wholesale change to the S&P 500. I think those articles are getting ahead of themselves. These companies might not automatically land in your S&P 500 tracker the day they list. The index has hard rules, and two of them seem particularly relevant. A company generally needs to have been profitable for four consecutive quarters before it qualifies. OpenAI and Anthropic are both, as far as we can tell, burning through enormous amounts of capital. They may well not meet that bar at IPO. There's also a float requirement, where roughly half of a company's outstanding shares typically need to be publicly tradeable. These businesses will almost certainly debut with tiny floats, possibly somewhere between 5% and 10% of shares in public hands. That could disqualify them from day one. SpaceX is possibly the closest to profitability of the three, but the float issue likely applies across the board. One area of uncertainty is the selection committee. This has some discretion around the inclusion of larger IPOs. They could choose to move faster than the rules imply. So the story might not be your tracker being immediately and dramatically restructured. The story could be more drawn out than that, and perhaps more interesting for it. What does this mean in the short term? I can only offer informed speculation. To my mind, volatility seems likely around the listings themselves. Not necessarily because of forced index rebalancing, but because the float issue creates its own kind of pressure. Enormous companies carrying enormous implied valuations, but only a sliver of shares in circulation. Limited supply, near-unlimited institutional demand, and a market full of retail investors who've been reading about these companies for years and finally get their shot. I would guess we should expect wild price swings during those early trading days, though I could be wrong about the scale of it. Rotation risk is worth watching too, I think. Investors might pull money out of existing AI bets, the likes of Nvidia and Microsoft, and move it directly into OpenAI and Anthropic the moment they're publicly available. If that happens, the stocks that have driven your tracker's returns for the last three years could face sustained selling pressure, not because anything's wrong with those businesses, but simply because a shinier, newer version of the same trade has just arrived. A throwaway thought for anyone holding individual shares rather than trackers. The companies most at risk of ejection are those sitting at the bottom of the index. When a business loses its S&P 500 membership, every passive fund becomes an automatic seller. That can hit the share price hard, nothing wrong with the company, just forced selling as a side effect of something big happening at the very top. Worth knowing if any of those smaller names are in your portfolio. Medium term it could get more interesting still. If and when these companies do meet the profitability and float requirements, which could, I think, be years after their IPOs rather than months, every S&P 500 tracker on the planet becomes an automatic buyer. Hundreds of billions flowing into SpaceX, OpenAI and Anthropic whether fund managers want it or not. The mechanics of passive investing would turn every tracker holder into an investor in these three companies with absolutely no say in the matter. That's the bit people rarely stop to think about. Passive investing isn't neutral. It just means someone else is making your decisions for you. Then I come to the big question: do these businesses actually deserve these valuations? It's worth noting that every major IPO of recent years has tended to trade down from its private valuation once the public gets a proper look at the books. The venture capital guys who set those private prices aren't always right, and public markets have a habit of finding that out fairly quickly. If the same happens here, your tracker should hopefully be buying them at a fair price by the time they filter into the realm of inclusion within that tracker. It has to be said, that's not guaranteed. I'm not trying to be alarmist. These aren't penny stocks being hyped and I think that matters. OpenAI's revenue had already surpassed $20 billion by the end of 2025. SpaceX is targeting what could be the largest public offering in history. Anthropic has BlackRock, Blackstone, Microsoft and Nvidia on its books. These are real businesses generating real money with the biggest and most sophisticated names in global finance and technology behind them. That doesn't make them cheap at these prices, but it does make them a very different proposition from the usual IPO hype cycle. The bottom line for the average investor? We probably don't need to do anything dramatic. But it doesn't hurt to understand that the passive, set-and-forget vehicle you own may look quite different over the next few years, not necessarily in a single sudden lurch, but gradually, as these companies either earn their way into the index or don't. The index you bought into always changes but the next few years will definitely see bigger changes than normal. If nothing else, it'll be interesting to see what happens going forward…Eyes open.
Mark Crothers is a retired small business owner from the UK with a keen interest in personal finance and simple living. Married to his high school sweetheart, with daughters and grandchildren, he knows the importance of building a secure financial future. With an aversion to social media, he prefers to spend his time on his main passions: reading, scratch cooking, racket sports, and hiking.
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AI, Bubbles, and Markets

IN AN INTERVIEW a little while back, the technology investor Peter Thiel drew an uncomfortable comparison. Today’s frenzy around artificial intelligence, he said, parallels the tech stock bubble of the 1990s. To illustrate his point, Thiel pointed to Amazon. By any measure, it’s been an extraordinary success. But, Thiel points out, it hasn’t been a straight line. At one point early on, Amazon shares lost more than 90% of their value. “My suspicion is that that’s roughly where we are in AI. It’s correct as a technology, but extremely bubbly and crazed…” Thiel explained that he doesn’t doubt the importance of artificial intelligence as a technology. What he’s questioning is how these technologies are being financed. Of particular concern are financing deals in the AI ecosystem that are seemingly circular. Nvidia, for example, has invested as much as $100 billion into ChatGPT maker OpenAI, at the same time that OpenAI has committed to spending billions on Nvidia’s chips. Similarly, OpenAI signed an agreement with AMD, another chip maker, to buy tens of billions of dollars of its chips while also buying a stake in the company. Transactions like this call into question whether these companies can continue to generate earnings at the same rapid pace. Compounding this concern, market valuations are elevated. On a price-to-earnings (P/E) basis, the S&P 500 is trading at 21 times estimated earnings. That’s quite a bit above the long-term average of 16 and thus represents a risk. If investors cool on AI, both earnings estimates and P/E multiples would likely drop at the same time, causing share prices to take two steps down.  How unusual is this situation, and how concerned should we be about it? It turns out these are questions economists have been studying—and struggling with—for years. Probably the most well known research on the topic dates to the 1970s, when economist Hyman Minsky developed what he called the Financial Instability Hypothesis.  This is how Minsky described it: “A fundamental characteristic of our economy is that the financial system swings between robustness and fragility and these swings are an integral part of the process that generates business cycles.” Booms and busts, in other words, are inevitable. Why? Paradoxically, Minsky said, financial stability causes financial instability. That’s because periods of financial stability lead people to become overconfident and to assume that the good times will last forever. But that overconfidence leads to complacence and to a lack of financial discipline, especially among lenders. That then causes debt levels to rise. What happens next? Writing in Manias, Panics and Crashes, Charles Kindleberger explains that there’s typically a canary in the coal mine that causes investor sentiment to shift. Often, it’s the unexpected failure of a bank or other institution. That’s why it caught people’s attention in February when Blue Owl Capital, which operates private credit funds and has helped finance AI data centers, announced that it was halting redemptions from one of its funds. Looking at more recent research, economist Bill Janeway agrees with Minsky on the causes of bubbles but argues that they’re not all bad. He talks about “productive bubbles.” As an example, he points to the market bubbles surrounding the development of the British railway system in the 1830s and 1840s. Much like the 1990s tech bubble in the United States, investors piled into railway stocks, causing prices to spike to irrational levels. Overbuilding ensued, and that led to a number of bankruptcies. Despite the financial losses, Janeway believes the railway bubble was productive. That’s for the simple reason that, at the end of the day, the tracks were laid. Yes, there were excesses, but Janeway sees no alternative. Investor enthusiasm acts as a sort of subsidy for early-stage, uncertain technologies that the market wouldn’t otherwise finance. The evidence certainly supports Janeway’s argument. The market does a very poor job picking winners. Janeway notes that essentially the same thing happened in the 1920s, when investors piled into companies working to build out the electricity grid in the U.S. There was massive over-investment, which led to bankruptcies. But in the end, electrification projects were completed much more quickly than they might have been otherwise. The key lesson: When market bubbles roll around, we shouldn’t be surprised. They’re inevitable. And over the long term, they’re arguably a good thing, enabling technology to move forward. Nevertheless, when bubbles burst, it’s unnerving. And indeed, in Janeway’s view, the same thing will likely happen with AI stocks. If Janeway is right, how can you prepare? The solution, in my view, is straightforward: Instead of trying to guess when the AI—or any other—bubble might burst, investors should take the view that the market could drop at any time. Then structure your portfolio accordingly.  There’s more than one way to approach this, but in my view, it’s a simple two-step process: First, make sure you’re diversified at the asset class level, with enough stowed in short-term bonds or cash to carry you through a multi-year market downturn. Then go one level deeper, auditing your stock holdings for individual stocks or funds overly exposed to any one corner of the market. And if you’re in a private fund—especially a private credit fund—I’d identify the nearest exit.   Adam M. Grossman is the founder of Mayport, a fixed-fee wealth management firm. Sign up for Adam's Daily Ideas email, follow him on X @AdamMGrossman and check out his earlier articles.
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America Doesn’t Just Do Layoffs. It’s Fallen in Love With Them

"Jeff, indeed I think the suicide counseling is very rare. I believe I know what you're referring to about the questionnaire from the medical office. I see it on my annual Medicare Wellness Visit. Some companies are not very tactful when having to let go of a group of employees. I recall hearing about a meeting with a group of engineers when it was announced which of those would be let go as they went around the table...right in front of everyone including those not losing their job. A real class act from upper management."
- Olin
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Forget the 4% rule.

"A few years ago I concluded I was under withdrawing. I begin with the RMD calculations but shifted to a modified guardrails approach. I evaluated just about every approach Christine Benz writes about at Morningstar. I ran a few scenarios and decided the MGA was best for me.  I have both traditional and Roth IRAs. My largest single annual withdrawal was 10% of the total value of these accounts. However, these accounts recovered and currently indicate a peak value. That’s been generally true on December 31 of each year. Because of circumstances we haven’t spent all of our withdrawal in recent years. That’s likely to be so in 2026. We are fortunate and don’t have to exercise caution with our spending. We’ve increased our charitable giving and G is currently on the east coast caring for an elderly relative. We have no concerns about the cost of her trips, which number 3-4 each year.  I’ll probably take a larger withdrawal this year. It is really more about tax management at this point. I’m allowing our taxed accounts to increase in value although I want to avoid going up a bracket with withdrawals. I have no intention of taking additional withdrawals from the Roth IRA in the foreseeable future."
- normr60189
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When Luck Rises, Be Ready to Dig

"One of my favorite Jimmy Buffett-isms, "yesterday is over my shoulder, so I can't look back for too long...""
- Dan Smith
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Retirement in America is not a pretty picture…and not getting better.

"Yet there are HD Forum posts active right now that speak of layoffs, the state of retirement in America, and the influence of luck (or lack of same). There are times when it's not because of a choice, but rather situations with outcomes that negatively impact random folks. As has been said here on HD before, we exist in rarified air. For the most part we've grabbed the brass ring and are reaping the benefits. Everyone else (90%? 95%?) is breaking even or struggling. In times like these I like to think of the Golden Rule and wish it was more uniformly applied."
- Jeff Bond
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What happens to Medicare Supplement coverage when moving to a different state?

"Very helpful, James. I took everyone's advice and looked up Boomer Benefits, and I am impressed."
- Carl C Trovall
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Medicaid Asset Protection Trusts (MAPTs)

"My parent did pay for a portion of his care- all of his monthly income including SS, Pension and RMD paid for his care, before Medicaid paid their portion to the NH. We were only utilizing government benefits to the extent allowed by the program. In my parent's case, his monthly obligation probably paid for about 75% of the actual NH billing. The SNT allowed us to provide additional resources to my parent such as a private room and additional agency help. I don't feel you should necessarily judge the use of a government program without fully knowing the details of the family situation- each one is quite different."
- Bill C
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Tax Smart Retirement

A POPULAR JOKE about retirement is that it can be hard work. That’s because financial planning is like a jigsaw puzzle, and retirement often means rearranging the pieces. In the past, I’ve discussed two key pieces of that puzzle: how to determine a sustainable portfolio withdrawal rate and how to decide on an effective asset allocation. But there’s one more piece of the puzzle to contend with: taxes. Especially if you’re planning to retire on the earlier side, it’s important to have a tax plan. When it comes to tax planning for retirement, there’s one key principle I see as most important, and that’s the idea that in retirement, the goal is to minimize your total lifetime tax bill. That’s important because a fundamental shift occurs the day that retirement arrives: In contrast to our working years, when taxes are, to a large degree, out of our control, in retirement, taxes are much more within our control. By choosing which investments to sell and which accounts to withdraw from, retirees have the ability to dial their income—and thus their tax rate—up or down in any given year. The challenge, though, is that tax planning can be like the game Whac-A-Mole. Choose a low-tax strategy in one year, and that might cause taxes to run higher in a future year. That’s why—dull as the topic might seem—careful tax planning is important. To get started, I recommend this three-part formula: Step 1 The first step is to arrange your assets for tax-efficiency. This is often referred to as “asset location.” Here’s an example: Suppose you’ve decided on an asset allocation of 60% stocks and 40% bonds. That might be a sensible mix, but that doesn't mean every one of your accounts needs to be invested according to that same 60/40 mix. Instead, to help manage the growth of your pre-tax accounts, and thus the size of future required minimum distributions, pre-tax accounts should be invested as conservatively as possible. On the other hand, if you have Roth assets, you’d want those invested as aggressively as possible. Your taxable assets might carry an allocation that’s somewhere in between. If you can make this change without incurring a tax bill, it’s something I’d do even before you enter retirement. Step 2 How can you avoid the Whac-A-Mole problem referenced above? If you’re approaching retirement, a key goal is to target a specific tax bracket. Then structure things so your taxable income falls into that same bracket more or less every year. By smoothing out your income in this way from year to year, the goal is to avoid ever falling into a very high tax bracket. To determine what tax rate to target, I suggest this process: Look ahead to a year in your late-70s, when your income will include both Social Security and required minimum distributions from your pre-tax retirement accounts. Estimate what your income might be in that future year and see what marginal tax bracket that income would translate to. In doing this exercise, don’t forget other potential income sources. That might include part-time work, a pension, an annuity or a rental property. And if you have significant taxable investment accounts, be sure to include interest from bonds. Then, for simplicity, subtract the standard deduction to estimate your future taxable income. Suppose that totaled up to $175,000. Using this year’s tax brackets, that would put your income in either the 24% marginal bracket (for single taxpayers) or 22% (married filing jointly). You would then use this as your target tax bracket. Step 3 With your target tax bracket in hand, the next step would be to make an income plan for each year. The idea here is to identify which accounts you’ll withdraw from to meet your household spending needs while also adhering to your target tax bracket. This isn’t something you’d map out more than one year in advance. Instead, it’s an exercise you’d repeat at the beginning of each year, using that year’s numbers. What might this look like in practice? Suppose you’re age 65, retired and not yet collecting Social Security. In this case, your income—and thus your tax bracket—might be quite low. To get started, you’d want to withdraw enough from your tax-deferred accounts to meet your spending needs but without exceeding your target tax bracket. This would then bring you to a decision. If you’ve taken enough out of your tax-deferred accounts to meet your spending needs and still haven’t hit your target tax rate, then the next step would be to distribute an additional amount from your pre-tax accounts. But with this additional amount, you’d complete a Roth conversion, moving those dollars into a Roth IRA to grow tax-free from that point forward. How much should you convert? The answer here involves a little bit of judgment but is mostly straightforward: You’d convert just enough to bring your marginal tax bracket up into the target range. Some people prefer to go all the way to the top of their target bracket, while others prefer to back off a bit. The most important thing is just to get into the right neighborhood. What if, on the other hand, you’ve taken enough from your pre-tax accounts to reach your target tax rate, but that still isn’t enough to meet your spending needs? In that case, you wouldn’t take any more from your pre-tax accounts, and you wouldn’t complete any Roth conversions. Instead, you’d turn to your taxable accounts, where the applicable tax brackets will almost certainly be lower. Capital gains brackets currently top out at just 20%. Thus, for the remainder of your spending needs, the most tax-efficient source of funds will be your taxable account. What if you aren’t yet age 59½? Would that upend a plan like this? A common misconception is that withdrawals from pre-tax accounts entail a punitive 10% penalty. While that’s true, it isn’t always true, and there’s more than one way around it. One exception allows withdrawals from a workplace retirement plan like a 401(k) as long as you leave that employer at age 55 or later. In that case, as long as you don’t roll over the account to an IRA, you’d be free to take withdrawals without penalty. If you’re retiring before age 55, you’ll want to learn about Rule 72(t). This allows for withdrawals from pre-tax accounts at any age, as long as you agree to what the IRS refers to as substantially equal periodic payments (SEPP) from your pre-tax assets. The SEPP approach definitely carries restrictions, but if you’re pursuing early retirement, and the bulk of your assets are in pre-tax accounts, this might be just the right solution.   Adam M. Grossman is the founder of Mayport, a fixed-fee wealth management firm. Sign up for Adam's Daily Ideas email, follow him on X @AdamMGrossman and check out his earlier articles.
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Well That’s A Bummer!

"I doubt I will be doing a manual backcheck to validate the findings, I wouldn't finish before my funeral! I guess I could duplicate the on a different AI platform but will that be any more accurate, and if different which one is correct? During the back testing process I did have Gemini provide tables showing values for each of the 20 years, balance for stocks and bonds, % growth, number of transactions, days between transactions etc. Big picture nothing looked out if line and the activity expected during the GFC, Covid, 2022 seemed to be aligned. I did observe that AI was making assumptions, for example in one scenario the bonds dropped to $250k to buy stocks during the GFC drawdown, hence the additional prompts and guard rails put in place in subsequent scenarios. As the prompts became more restrictive the end balances reduced. There were some scenarios which had higher returns but also had higher risk. The results seemed proportionate. On the drone counts. Professionally the company I work for has been using technology to count vehicles from CCTV and LiDAR backed with AI to track passenger volumes, movements and throughput at ticketing/security in airports. These products work very well and are reliable......... assuming reliable products were being used it must have been the large group of stoned visitors 😊☘️🍺"
- Grant Clifford
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My Favorite Rx

"?!! So glad you mentioned that I didn’t even know it was an option. I’m looking forward to trying it next tax season. Sort of."
- Michael1
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$3 Trillion S&P 500 Gatecrashers

HAVE YOU GIVEN any thought to what's about to happen to your S&P 500 tracker? Three enormous IPOs are expected later this year: SpaceX, OpenAI, and Anthropic. Based on their most recent private transactions, SpaceX appears to be valued at around $1.25 trillion, OpenAI at roughly $800 billion, and Anthropic at approximately $380 billion. Combined, we could be looking at close to $3 trillion in private market value that wants to go public. To put that in perspective, the entire S&P 500 is worth roughly $60 trillion. That's not a routine year for markets. That could be a very large event indeed. I suspect the vast majority of people with money sitting in a tracker fund have absolutely no idea it's coming. Those that do might have read some of the more sensational claims I've seen about immediate, disruptive wholesale change to the S&P 500. I think those articles are getting ahead of themselves. These companies might not automatically land in your S&P 500 tracker the day they list. The index has hard rules, and two of them seem particularly relevant. A company generally needs to have been profitable for four consecutive quarters before it qualifies. OpenAI and Anthropic are both, as far as we can tell, burning through enormous amounts of capital. They may well not meet that bar at IPO. There's also a float requirement, where roughly half of a company's outstanding shares typically need to be publicly tradeable. These businesses will almost certainly debut with tiny floats, possibly somewhere between 5% and 10% of shares in public hands. That could disqualify them from day one. SpaceX is possibly the closest to profitability of the three, but the float issue likely applies across the board. One area of uncertainty is the selection committee. This has some discretion around the inclusion of larger IPOs. They could choose to move faster than the rules imply. So the story might not be your tracker being immediately and dramatically restructured. The story could be more drawn out than that, and perhaps more interesting for it. What does this mean in the short term? I can only offer informed speculation. To my mind, volatility seems likely around the listings themselves. Not necessarily because of forced index rebalancing, but because the float issue creates its own kind of pressure. Enormous companies carrying enormous implied valuations, but only a sliver of shares in circulation. Limited supply, near-unlimited institutional demand, and a market full of retail investors who've been reading about these companies for years and finally get their shot. I would guess we should expect wild price swings during those early trading days, though I could be wrong about the scale of it. Rotation risk is worth watching too, I think. Investors might pull money out of existing AI bets, the likes of Nvidia and Microsoft, and move it directly into OpenAI and Anthropic the moment they're publicly available. If that happens, the stocks that have driven your tracker's returns for the last three years could face sustained selling pressure, not because anything's wrong with those businesses, but simply because a shinier, newer version of the same trade has just arrived. A throwaway thought for anyone holding individual shares rather than trackers. The companies most at risk of ejection are those sitting at the bottom of the index. When a business loses its S&P 500 membership, every passive fund becomes an automatic seller. That can hit the share price hard, nothing wrong with the company, just forced selling as a side effect of something big happening at the very top. Worth knowing if any of those smaller names are in your portfolio. Medium term it could get more interesting still. If and when these companies do meet the profitability and float requirements, which could, I think, be years after their IPOs rather than months, every S&P 500 tracker on the planet becomes an automatic buyer. Hundreds of billions flowing into SpaceX, OpenAI and Anthropic whether fund managers want it or not. The mechanics of passive investing would turn every tracker holder into an investor in these three companies with absolutely no say in the matter. That's the bit people rarely stop to think about. Passive investing isn't neutral. It just means someone else is making your decisions for you. Then I come to the big question: do these businesses actually deserve these valuations? It's worth noting that every major IPO of recent years has tended to trade down from its private valuation once the public gets a proper look at the books. The venture capital guys who set those private prices aren't always right, and public markets have a habit of finding that out fairly quickly. If the same happens here, your tracker should hopefully be buying them at a fair price by the time they filter into the realm of inclusion within that tracker. It has to be said, that's not guaranteed. I'm not trying to be alarmist. These aren't penny stocks being hyped and I think that matters. OpenAI's revenue had already surpassed $20 billion by the end of 2025. SpaceX is targeting what could be the largest public offering in history. Anthropic has BlackRock, Blackstone, Microsoft and Nvidia on its books. These are real businesses generating real money with the biggest and most sophisticated names in global finance and technology behind them. That doesn't make them cheap at these prices, but it does make them a very different proposition from the usual IPO hype cycle. The bottom line for the average investor? We probably don't need to do anything dramatic. But it doesn't hurt to understand that the passive, set-and-forget vehicle you own may look quite different over the next few years, not necessarily in a single sudden lurch, but gradually, as these companies either earn their way into the index or don't. The index you bought into always changes but the next few years will definitely see bigger changes than normal. If nothing else, it'll be interesting to see what happens going forward…Eyes open.
Mark Crothers is a retired small business owner from the UK with a keen interest in personal finance and simple living. Married to his high school sweetheart, with daughters and grandchildren, he knows the importance of building a secure financial future. With an aversion to social media, he prefers to spend his time on his main passions: reading, scratch cooking, racket sports, and hiking.
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AI, Bubbles, and Markets

IN AN INTERVIEW a little while back, the technology investor Peter Thiel drew an uncomfortable comparison. Today’s frenzy around artificial intelligence, he said, parallels the tech stock bubble of the 1990s. To illustrate his point, Thiel pointed to Amazon. By any measure, it’s been an extraordinary success. But, Thiel points out, it hasn’t been a straight line. At one point early on, Amazon shares lost more than 90% of their value. “My suspicion is that that’s roughly where we are in AI. It’s correct as a technology, but extremely bubbly and crazed…” Thiel explained that he doesn’t doubt the importance of artificial intelligence as a technology. What he’s questioning is how these technologies are being financed. Of particular concern are financing deals in the AI ecosystem that are seemingly circular. Nvidia, for example, has invested as much as $100 billion into ChatGPT maker OpenAI, at the same time that OpenAI has committed to spending billions on Nvidia’s chips. Similarly, OpenAI signed an agreement with AMD, another chip maker, to buy tens of billions of dollars of its chips while also buying a stake in the company. Transactions like this call into question whether these companies can continue to generate earnings at the same rapid pace. Compounding this concern, market valuations are elevated. On a price-to-earnings (P/E) basis, the S&P 500 is trading at 21 times estimated earnings. That’s quite a bit above the long-term average of 16 and thus represents a risk. If investors cool on AI, both earnings estimates and P/E multiples would likely drop at the same time, causing share prices to take two steps down.  How unusual is this situation, and how concerned should we be about it? It turns out these are questions economists have been studying—and struggling with—for years. Probably the most well known research on the topic dates to the 1970s, when economist Hyman Minsky developed what he called the Financial Instability Hypothesis.  This is how Minsky described it: “A fundamental characteristic of our economy is that the financial system swings between robustness and fragility and these swings are an integral part of the process that generates business cycles.” Booms and busts, in other words, are inevitable. Why? Paradoxically, Minsky said, financial stability causes financial instability. That’s because periods of financial stability lead people to become overconfident and to assume that the good times will last forever. But that overconfidence leads to complacence and to a lack of financial discipline, especially among lenders. That then causes debt levels to rise. What happens next? Writing in Manias, Panics and Crashes, Charles Kindleberger explains that there’s typically a canary in the coal mine that causes investor sentiment to shift. Often, it’s the unexpected failure of a bank or other institution. That’s why it caught people’s attention in February when Blue Owl Capital, which operates private credit funds and has helped finance AI data centers, announced that it was halting redemptions from one of its funds. Looking at more recent research, economist Bill Janeway agrees with Minsky on the causes of bubbles but argues that they’re not all bad. He talks about “productive bubbles.” As an example, he points to the market bubbles surrounding the development of the British railway system in the 1830s and 1840s. Much like the 1990s tech bubble in the United States, investors piled into railway stocks, causing prices to spike to irrational levels. Overbuilding ensued, and that led to a number of bankruptcies. Despite the financial losses, Janeway believes the railway bubble was productive. That’s for the simple reason that, at the end of the day, the tracks were laid. Yes, there were excesses, but Janeway sees no alternative. Investor enthusiasm acts as a sort of subsidy for early-stage, uncertain technologies that the market wouldn’t otherwise finance. The evidence certainly supports Janeway’s argument. The market does a very poor job picking winners. Janeway notes that essentially the same thing happened in the 1920s, when investors piled into companies working to build out the electricity grid in the U.S. There was massive over-investment, which led to bankruptcies. But in the end, electrification projects were completed much more quickly than they might have been otherwise. The key lesson: When market bubbles roll around, we shouldn’t be surprised. They’re inevitable. And over the long term, they’re arguably a good thing, enabling technology to move forward. Nevertheless, when bubbles burst, it’s unnerving. And indeed, in Janeway’s view, the same thing will likely happen with AI stocks. If Janeway is right, how can you prepare? The solution, in my view, is straightforward: Instead of trying to guess when the AI—or any other—bubble might burst, investors should take the view that the market could drop at any time. Then structure your portfolio accordingly.  There’s more than one way to approach this, but in my view, it’s a simple two-step process: First, make sure you’re diversified at the asset class level, with enough stowed in short-term bonds or cash to carry you through a multi-year market downturn. Then go one level deeper, auditing your stock holdings for individual stocks or funds overly exposed to any one corner of the market. And if you’re in a private fund—especially a private credit fund—I’d identify the nearest exit.   Adam M. Grossman is the founder of Mayport, a fixed-fee wealth management firm. Sign up for Adam's Daily Ideas email, follow him on X @AdamMGrossman and check out his earlier articles.
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America Doesn’t Just Do Layoffs. It’s Fallen in Love With Them

"Jeff, indeed I think the suicide counseling is very rare. I believe I know what you're referring to about the questionnaire from the medical office. I see it on my annual Medicare Wellness Visit. Some companies are not very tactful when having to let go of a group of employees. I recall hearing about a meeting with a group of engineers when it was announced which of those would be let go as they went around the table...right in front of everyone including those not losing their job. A real class act from upper management."
- Olin
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Forget the 4% rule.

"A few years ago I concluded I was under withdrawing. I begin with the RMD calculations but shifted to a modified guardrails approach. I evaluated just about every approach Christine Benz writes about at Morningstar. I ran a few scenarios and decided the MGA was best for me.  I have both traditional and Roth IRAs. My largest single annual withdrawal was 10% of the total value of these accounts. However, these accounts recovered and currently indicate a peak value. That’s been generally true on December 31 of each year. Because of circumstances we haven’t spent all of our withdrawal in recent years. That’s likely to be so in 2026. We are fortunate and don’t have to exercise caution with our spending. We’ve increased our charitable giving and G is currently on the east coast caring for an elderly relative. We have no concerns about the cost of her trips, which number 3-4 each year.  I’ll probably take a larger withdrawal this year. It is really more about tax management at this point. I’m allowing our taxed accounts to increase in value although I want to avoid going up a bracket with withdrawals. I have no intention of taking additional withdrawals from the Roth IRA in the foreseeable future."
- normr60189
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When Luck Rises, Be Ready to Dig

"One of my favorite Jimmy Buffett-isms, "yesterday is over my shoulder, so I can't look back for too long...""
- Dan Smith
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Retirement in America is not a pretty picture…and not getting better.

"Yet there are HD Forum posts active right now that speak of layoffs, the state of retirement in America, and the influence of luck (or lack of same). There are times when it's not because of a choice, but rather situations with outcomes that negatively impact random folks. As has been said here on HD before, we exist in rarified air. For the most part we've grabbed the brass ring and are reaping the benefits. Everyone else (90%? 95%?) is breaking even or struggling. In times like these I like to think of the Golden Rule and wish it was more uniformly applied."
- Jeff Bond
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What happens to Medicare Supplement coverage when moving to a different state?

"Very helpful, James. I took everyone's advice and looked up Boomer Benefits, and I am impressed."
- Carl C Trovall
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Manifesto

NO. 23: IF WE DON’T have much money, we should compensate with time—by starting to save when we’re young, holding stocks for decades and encouraging our children to do the same.

act

CHECK YOUR portfolio percentages. Each year often brings sharply different results for stocks and bonds, U.S. and overseas shares, growth and value stocks, and large- and small-company shares. This can push your portfolio away from your target mix—and you may need to rebalance. This is best done within a retirement account to avoid triggering big tax bills.

Truths

NO. 10: WALL STREET always strives to look its best. To ensure mutual fund expenses and advisory fees appear small, they’re expressed as a percent of the dollars we invest, not as a percent of our likely gain. To make their results appear more impressive, money managers pick their benchmark indexes carefully and use cumulative return “mountain” charts.

think

LONGEVITY RISK. Spending down a retirement portfolio is tricky: You don’t know how long you will live—and hence there’s a risk you’ll run out of money before you run out of breath. To fend off that risk, limit annual portfolio withdrawals to 4% or 5%, delay Social Security to get a larger check and consider an immediate annuity that pays lifetime income.

How to think about money

Manifesto

NO. 23: IF WE DON’T have much money, we should compensate with time—by starting to save when we’re young, holding stocks for decades and encouraging our children to do the same.

Spotlight: Careers

Going Back to Work (Briefly)

I’ve read with interest posts such as Jonathan’s Taking Center Stage and Those Who Follow, both which touched on the pluses and minuses of taking on a part-time job in retirement. The conversation in the comments for both of those posts was great, too. Below, I share my own recent experience of re-entering the job world at age 64.
In my past HD posts I have written how, in our mid-60s, my husband and I appeared to be gliding into retirement.

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EO 14249 Mandated Electronic Payments

On March 25, 2025, the President of the United States signed Executive Order #14249 titled Protecting America’s Bank Account Against Fraud, Waste, and Abuse, which was published in the Federal Register on March 28.
The fact sheet states that, effective September 30, 2025, the Federal government will cease issuing paper checks for all disbursements, including intragovernmental payments, benefits, vendor payments, and tax refunds.
The fact sheet also states payments made to the Federal government,

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A Crisis of Competence?

Do you think we are moving toward a competency crisis in this country? I told this story in a comment on an article a few months back:
“Seven years ago, I bought a 2005 Outback. Despite the pink slip being clearly written by the dealer, the title came back with ‘Culter’ as my last name. I went to AAA for advice and they filled out a correction form for me. The title was revised to read ‘Renneth Culter’.

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Will Work For Food, Starting My Diet Soon

Part 1
I sold my tax business 3 seasons ago, the year I turned 70, or as I often refer to it, the 30th anniversary of my 40th birthday. Besides the volunteer tax prep I do with AARP, I still prepare a dozen or so returns for friends and family. I don’t want to take money for my efforts, I will work for food. So far this season I have been compensated with burgers, steaks, chicken,

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The Hard Way

I RECENTLY MENTIONED to my wife’s cousin that I’m taking required minimum distributions from my IRA. He won’t have to—because he doesn’t have an IRA. Instead, he keeps his car trunk full of cash.
He’s in the car business. He buys and fixes cars, all out of his mother’s two-car garage. He keeps cash to buy used cars at rock-bottom prices. People are willing to sell a car cheaper if they can get the cash immediately.

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What’s Your Talent?

IN THE BIBLE, YOU’LL find the parable of the talents. Talents were a form of money. The story goes that, before a master left on a trip, he entrusted money to three servants. Two of the three doubled his money, and are praised for the intelligent way they handled the master’s money. The third worker simply buried the money, so it wouldn’t lose value. The master criticizes the third worker for being lazy, and takes the money away from him.

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Spotlight: Lim

Buy High Sell Never

IN BEN CARLSON'S wonderful book, A Wealth of Common Sense, there’s a vignette about Bob, the world’s worst market timer. Bob is a diligent saver. But unfortunately, he’s cursed with horrible market-timing skills, plowing money into the stock market just before every major decline. For you market history buffs, Bob buys into an S&P 500 index fund on the following dates: December 1972, August 1987, December 1999 and October 2007. The subsequent plunges from these highs were 48%, 34%, 55% and 57%, respectively. Shellshocked by each decline, Bob immediately retreats from the market, temporarily halting his stock purchases. But just as the market reaches the next major peak, Bob takes his accumulated savings and buys into the market. Still, Bob has one saving grace—and it’s a big one. He never sells. As Carlson puts it, “He held on for dear life because he was too nervous about being wrong on his sell decision, too.” As it turns out, Bob does okay. After 43 years of saving and investing, he retires a wealthy man in 2013—though his nest egg would have been twice as large had he simply dollar-cost averaged over the same time frame. There are many lessons in this story, but let me focus on just one. When I first read this story seven years ago, I had one of my eureka moments. I realized that my fear of investing near market tops was overblown. No matter how poorly I timed my stock market buys, I would never be as unlucky as Bob. And if Bob turned out okay, so would I. This was an incredibly liberating insight. I always remember Bob when I’m putting money to work in the market, as I am today. It’s never fun to watch an investment go down shortly after making it. Regret…
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Prophecy Fulfilled?

QUANTITATIVE EASING, or QE, has been the Federal Reserve’s policy of choice since interest rates reached their lower bound of 0%. The brainchild of then-Fed Chair Ben Bernanke, QE was launched in the midst of the 2008 financial crisis. Quantitative easing is simply a euphemism for bond purchases—Treasury bonds and mortgage-backed securities—by the Federal Reserve. In theory, QE should lead to lower interest rates, as reflected in bond yields. Bond prices are, of course, subject to the forces of supply and demand. All else being equal, greater demand—such as from Fed purchases—drives up bond prices. And when bond prices rise, their yields fall. Lower interest rates have a plethora of effects, both on the economy and financial markets. Low rates stimulate the economy and drive up the price of financial assets, hence the term quantitative easing. QE is widely assumed to result in looser financial conditions. That’s all well and good, but financial markets are comprised of human beings, not machines. They react in ways that incorporate expectations of the future. I would contend that QE is as much a behavioral construct as it is a financial one. What does that mean for the stock market? We’ll find out in the months ahead, now that the Fed is winding down its bond purchases. The Federal Reserve acknowledges that forward guidance plays a key role in its interest rate policy. That term, forward guidance, merely refers to the collective expectation of market participants about future interest rates. The Fed guides market expectations by carefully choosing the words it uses in press releases and speeches. If the market becomes convinced that lower interest rates are on the horizon, that expectation by itself can move markets far in advance of the actual interest rate cuts. QE has a similar impact on investor psychology…
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My Sentence

THREE YEARS AGO, I decided to write a book about money for my children, then ages 9 and 11. Raising Your Child’s Financial IQ: The Most Important Things is now finished. Here are six things I learned along the way—which apply not just to writing a book, but also to life more generally: 1. Yes, you can find the time I’m a physician, working 50 to 60 hours a week. When I get home, greeting me are two children eager for my attention. Where would I find the time and energy to write? My solution: Wake up at 5 a.m. and write for just 25 minutes. My experience shattered the romance I had always associated with being a writer. I discovered that writing a book is an extremely lonely and slow endeavor. At times, a voice in my head would whisper: “This is rubbish. You’re wasting your time. Who do you think you are, writing a book?” 2. Jerry Seinfeld’s hack A young comedian, Brad Isaac, asked Seinfeld if he had any advice: “He said the way to be a better comic was to create better jokes and the way to create better jokes was to write every day.” Isaac continued: “He told me to get a big wall calendar that has a whole year on one page and hang it on a prominent wall. The next step was to get a big red magic marker. He said for each day that I do my task of writing, I get to put a big red X over that day. After a few days you'll have a chain. Just keep at it and the chain will grow longer every day. You'll like seeing that chain, especially when you get a few weeks under your belt. Your only job is to not break the chain.”…
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Yielding Clarity

THE YIELD CURVE HAS lately received a lot of press. Specifically, the inversion of the yield curve has many people worried that a recession is around the corner. I’ve been spending a lot of time recently thinking about the yield curve. I need to get a life, right? You may be asking yourself, “Why should I even care about the yield curve, whatever that is?” Here’s why: The yield curve has inverted prior to every U.S. recession since 1970. Check out the chart below from the Federal Reserve Bank of St. Louis. The shaded bars indicate recessions. The blue line is the difference in yield between 10-year and two-year Treasury notes. When the line goes negative—meaning the 10-year yield is lower than the two-year yield—we have an inverted yield curve. You can see how remarkably accurate the yield curve has been in predicting recessions. It may not be a perfect indicator, but it’s a darn good one—probably the best we have. There’s always a time lag between when the yield curve inverts and the recessions that follow—sometimes a sizable one. For example, while the yield curve briefly inverted in December 2005, the Great Recession was still two years away. If you had taken a more conservative investment stance at that time, by lightening up on stocks, your patience would have been sorely tested. The S&P 500 would go on to rally another 25%, before it peaked in October 2007—just months before the recession began. Ultimately, however, your caution would have been rewarded, because you would have sidestepped at least some of the carnage of the horrendous 2007-09 bear market. If you use the yield curve to try to precisely time the stock market, you’re likely to be disappointed. But as the renowned investor Howard Marks likes to say, “While you can’t predict, you…
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How Low? Too Low

IT’S WIDELY ASSUMED that the Federal Reserve, our nation’s central bank, has two mandates: maximum employment and stable prices. But a closer look at the Federal Reserve Act of 1977 on the Federal Reserve’s very own website reveals a third mandate, namely “moderate long-term interest rates.” Does a 1.7% yield on 10-year Treasurys and 2.15% on 30-year Treasurys count as “moderate long-term interest rates”? Since I have nothing better to do on the weekend, I headed to the Federal Reserve Bank of St. Louis’s website to see what the average long-term yields have been since the Federal Reserve Act of 1977 passed. The answer: 6.2% for the 10-year Treasury and 6.75% for the 30-year Treasury. The Federal Reserve is doing much better on the employment front, with the unemployment rate hovering around 3.7% lately. And it certainly seems like prices are stable, with both the Fed’s favorite inflation metric and inflation expectations hovering around 1.6%. I guess two out of three isn’t bad. But getting back to the Fed’s third mandate: Is it really a mandate and, if so, does it really matter? To answer the first question, I consulted Prof. Google. I typed “Federal Reserve and moderate long-term interest rates“ into the search box. The top five search results linked to official Federal Reserve websites. A site run by the Federal Reserve Bank of Richmond tersely states: “The third goal—'moderate long-term interest rates’—is often not explicitly discussed.” According to the Federal Reserve Bank of San Francisco, “These dual policy goals [maximum employment and low stable inflation] imply moderate long-term interest rates.” Talk about a non-mandate mandate. It’s worth noting that the Fed has much less control over long-term interest rates than short-term rates, hence the predictive power of the yield curve. If so, why include the third mandate in the…
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Crash Course

THE JAPANESE JUST “celebrated” the 30th anniversary of their stock market’s peak. The Nikkei 225 hit an all-time high of 38,916 in December 1989. Today, it stands at 23,320, or 40% below 1989's level. “But the Japanese stock market in the 1980s was the mother of all bubbles,” you might respond. Perhaps. But what about the Nasdaq bubble of the late '90s? True, the Nasdaq Composite Index has finally returned to its 2000 peak. But it took 15 years. By contrast, it’s been 30 years since Japanese stocks last recorded a new high—close to an investing lifetime. Imagine the pain of a Japanese couple who started investing in 1989 and have yet to make any money after three decades. The Japanese experience may be anomalous. But I believe it can teach us five valuable investing lessons. 1. Geographical diversification is imperative. I disagree with the late Jack Bogle, who didn’t believe that U.S. investors needed to diversify globally: “I don't quite understand where this thing is that you must have a global portfolio. Maybe it's right. Of course, maybe anything is right, but I think the argument favors the domestic U.S. portfolio.” Bogle goes on to mention how the U.S. has so many advantages in terms of entrepreneurial spirit, sound institutions and solid governance. The problem is, many people were also singing Japan’s praises in the 1980s. Markets reflect that sort of information. If U.S. companies are felt to be dominant and have intrinsic advantages, that’s already priced into their stocks. I’m not saying that the U.S. is like Japan. But I also don’t know that what happened to Japanese stocks could never happen here in the U.S. Those who believe otherwise need a dose of humility. 2. Bonds still play a role in portfolios. The great Benjamin Graham warned against…
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