Aptos (APT), down 2.3% from Wednesday, was also among the underperformers.
BUSINESS
Bill Ackman returns with a bigger, bolder gamble
Bill Ackman is making waves yet again, marking another run at the public markets. However, there is a difference. This time around, Ackman is giving investors something much more exciting. Ackman’s Pershing Square filed documents for a combined U.S. initial public offering of the hedge fund management company and a new investment vehicle called Pershing Square USA.The structure will see the return of a plan that was abandoned in 2024, when Ackman quickly set aside plans for the company to go public.The new structure is more layered and more nuanced. Pershing Square USA is seeking to raise between $5 billion and $10 billion through an IPOand private placement. Shares will be priced at $50 each,People who invest in the new offering will also get shares in Pershing Square itself, giving an extra layer of sauce to the deal Ackman is hoping will entice investors.That main theme is for the offering to stand out. It’s not merely an attempt for Ackman to make the offering stand out. Investors are not being told to target Ackman’s stock-picking strategy. They are being asked to buy into a structure that ties a new fund to the management company behind it.For Ackman, the filing represents more of a financing incident. It’s a fresh test to see whether investors are willing and able to splash their cash on one of Wall Street’s most visible and closely followed hedge fund brands.”While the structure is innovative, it may be overly convoluted for retail investors,” said Troy Hooper, co-head of equity capital markets, North America, at Mergermarket.
While the structure is innovative, it may be overly convoluted for retail investors.Photo by Patrick McMullan on Getty Images
Pershing Square IPO structure adds complexity for investorsAckman’s latest move does not represent a comeback of last year’s failed Pershing Square USA offering. Instead, it is part of a bigger effort to get both the investment manager and the new fund in front of public investors at the same time.More Fund Managers:Ray Dalio’s Bridgewater invests $253 million in major AI stockJPMorgan builds $2.93 billion stake in health care stockJim Simons’ Renaissance drops $520 million on surging tech stockPershing Square will list on the New York Stock Exchange under the symbol PS, while Pershing Square USA will trade under the symbol PSUS. Investors who purchase stock in PSUS will get 20 shares in Pershing Square for every 100 shares bought in the new investment vehicle.Related: Oil shock sends blunt message on stock market inflation riskInvestors in the private placement will get 30 Pershing Square shares for every 100 PSUS shares they buy.That sweetener is the main point of the pitch. If an investor buys the stock, they will get dual access to the investment vehicle. This means that the investor gets to see not only the fund’s holdings but also the management company’s finances.Ackman is effectively trying to make the deal more attractive by bundling two bets together.But for me, the issue is that the move also makes the investment harder to evaluate because it complicates the assessment of the individual performance of each component of the bundled investment. Pershing Square USA is likely to be similar to Ackman’s current hedge fund and put money into 12 to 15 undervalued companies that are listed on North American stock exchanges. It won’t charge performance fees, which could make the vehicle more appealing to a wider range of investors.The bigger concern remains the closed-end structure. The issue may irk a certain section of investors who will not be able to redeem shares for the underlying assets, which means the stock could fall below net asset value.That risk is common in closed-end funds, and more Pershing Square shares may not fully make up for it if sentiment drops.People who like Ackman might think the structure is creative. Some people might see it as one more risk in a market that hasn’t always rewarded complexity.On a positive side note, Pershing Square USA already has $2.8 billion in private placement commitments from family offices, pension funds, and insurance companies. Ackman already has premium-style backing before he opens the offering to regular stockholders, demonstrating how the broader market views the investment.That kind of support matters because IPO buyers are growing more picky, as they increasingly seek investments with strong backing and proven track records to mitigate risks associated with new offerings. A recognizable name like Bill Ackman certainly helps. However, when it comes to a complex offering like the one we are discussing, strong demand is important to succeed. What Ackman is betting on is his reputation. When investors such as Ackman and Cathie Wood, as an example, speak about something or come out with an offering, there are very few that do not sit up and take notice. In short, his track record and the added share incentive will be enough to overcome those concerns.Ackman said that unstable markets might actually be beneficial for an investment vehicle like PSUS. He said that a fund can do better when market disruptions create better buying opportunities, which is not the case with a typical operating company.That may prove true. But what that means is that investors must believe in and respect not only Ackman’s long-term instincts, but also his timing.Bill Ackman’s public profile is part of the Pershing Square betAckman is not your average money manager, and that is what makes this deal unique. He no longer works on traditional activist campaigns. Instead, what he focuses on is a more concentrated style that focuses on just a few investments. The emphasis is on patience and conviction for Ackman.Related: Stock Market Today: Morgan Stanley makes bold S&P 500 projection as U.S. dollar weakensThat approach is what has helped Pershing Square become one of the most followed and valued firms on Wall Street. It has also made Ackman himself part of the investment thesis.Pershing Square holds roughly $30.7 billion in assets under management at the end of December 2025, with most of that capital invested in London-listed Pershing Square Holdings. The firm also disposed of a 10% stake to institutional investors and family offices in 2024 at a $10.5 billion valuation ahead of the earlier planned IPO.Those figures will give investors reason for pause. However, within the context of the latest filing, they do not answer the main question that is circulating: how much are public investors willing to pay for exposure to Ackman himself?Unlike many hedge fund executives, Ackman boasts a big public profile in the investing world. His comments on X and on political and economic issues will impact the man on the street as much as big executives on Wall Street. That level of visibility has helped him become a well-known market figure that few asset managers can match.Key takeaways from the Pershing Square filingPershing Square and Pershing Square USA filed for IPOs on March 10.Pershing Square plans to trade under PS and Pershing Square USA under PSUS.Pershing Square USA is seeking to raise between $5 billion and $10 billion.Shares in Pershing Square USA are being offered at $50 each.Public investors in PSUS would receive 20 Pershing Square shares for every 100 PSUS shares purchased.Private-placement investors would receive 30 Pershing Square shares for every 100 PSUS shares purchased.Pershing Square USA has secured $2.8 billion in private-placement commitments, Reuters reports.The new fund is expected to invest in 12 to 15 undervalued North American-listed companies.Such visibility can go both ways. Investors may be interested in Ackman because he is confident, well-known, and has a history of making big, risky bets. But there is a real risk to the company’s reputation, especially when the manager’s public image is so closely linked to the brand. Negative public perception or failed investments can significantly impact both the manager’s credibility and, ultimately, the investment in said IPO.That is why this IPO is much more about valuation than how it is structured. This IPO also determines whether investors desire to have access to Ackman’s strategy, style, and influence as primary investors.If they do, Pershing Square could finally get the public debut it has been waiting for. If not, the market might decide that even having a lot of star power isn’t enough.Related: Bill Ackman makes bold AI bet
J.P. Morgan shares tips to protect your portfolio amid Middle East tensions
Crude oil has pulled back sharply from its recent spike above $119 a barrel, with WTI settling around $87 and Brent near $92 amid extreme day-to-day volatility. Gold is hovering near $5,200 an ounce, up more than $2,200 from a year ago. Asian stock markets staged a strong relief rally after days of heavy selling, with South Korea’s Kospi surging over 5% and Japan’s Nikkei climbing nearly 3%. The U.S.-Israeli war on Iran, now in its second week, has upended global energy flows through the Strait of Hormuz and sent shockwaves through every asset class. Your portfolio is almost certainly feeling the impact.But before you start moving money to the sidelines, J.P. Morgan has a direct message for investors: do not let the headlines dictate your financial decisions.The firm’s personal investing team published fresh guidance urging clients to focus on long-term fundamentals rather than reacting to short-term geopolitical shocks. Their core argument is backed by decades of data, and it is worth understanding before you make any moves.J.P. Morgan says geopolitical selloffs are usually short-livedJ.P. Morgan’s investment team is not making any changes to its managed portfolios at this time. Scott Gardner, investment strategist at J.P. Morgan Personal Investing, framed the situation carefully: “What follows in Iran could depend on what the regime does next, given the loss of most of its senior leadership.”Gardner added that the White House has stated it has no interest in a prolonged conflict. But he cautioned that if Iran focuses strikes on oil infrastructure, the oil price spike could evolve into longer-term inflationary pressures.The historical pattern is clearJ.P. Morgan’s own analysis of geopolitical and economic shocks since 1990 found that a portfolio of 60% equities and 40% government bonds has outperformed cash more than 70% of the time over a one-year period following a market shock. Over three-year periods, that balanced portfolio has always outperformed cash.LPL Research found a similar pattern across conflicts since World War II. The S&P 500 has experienced an average decline of roughly 5% following geopolitical shocks. Markets typically bottom within about three weeks and recover within one to two months.Oil, gold, and the inflation wildcardThe immediate market impact of the Middle East escalation is concentrated in two areas: Energy prices Safe-haven assets.Oil prices are spiking fastBrent crude surged past $90 a barrel in early March for the first time in nearly two years, according to Bloomberg. By March 9, Brent briefly touched $119.50 before pulling back. WTI crude settled around $94.77 per barrel. The Strait of Hormuz, through which roughly 20% of the world’s oil flows, has been effectively shut down by Iranian threats against tanker traffic.Related: As oil prices soar, so will your plane ticketGoldman Sachs estimates that a sustained $10-per-barrel rise in oil would reduce 2026 U.S. GDP growth by roughly 10 basis points while increasing core CPI by less than 5 basis points. That is a modest impact in isolation, but the current spike is far larger than $10.Gold continues its historic runGold was trading around $5,100 per ounce in early March 2026, up more than $2,200 from a year ago. J.P. Morgan’s own research expects gold to push toward $5,000 per ounce by Q4 2026, driven by central bank buying projected at roughly 585 tonnes per quarter. The current spike above $5,000 reflects safe-haven demand accelerated by the conflict.More Gold:Gold, silver surge after record drop flashes technical signalSilver and gold tumble triggers major reset for mining stocksJ.P. Morgan revises gold price target for 2026The inflation questionThe Dallas Federal Reserve modeled the impact of Middle East oil disruptions on inflation and found that, even under a severe scenario in which the Strait of Hormuz temporarily closes, headline and core inflation effects on the U.S. economy would be comparatively modest over a six-month horizon. That does not mean there is zero impact, but it suggests the Fed is unlikely to reverse course on its rate policy in response to a short-lived energy shock.Five steps to protect your portfolio without panickingJ.P. Morgan’s guidance boils down to a simple principle: control what you can control. J.P. Morgan reported that, on average, 97.8% of its clients made no changes to their portfolios after studying seven events dating back to 2012.Here is a practical framework for thinking through your own response:Check your asset allocation: If you were comfortable with your stock-to-bond ratio before the conflict, you probably should not change it now. Geopolitical shocks rarely alter the long-term case for staying diversified.Resist the cash temptation: J.P. Morgan’s data shows that moving to cash after a market shock has historically underperformed a balanced 60/40 portfolio. Over the three-year windows following shocks since 1990, cash never beat the balanced approach.Review your energy exposure: If your portfolio is heavily concentrated in energy stocks, this spike may be a windfall. Consider whether your allocation still aligns with your risk tolerance, rather than chasing the rally higher.Watch the oil-to-inflation pipeline: Rising oil prices affect transportation costs, manufacturing inputs, and consumer prices. If you hold rate-sensitive assets such as long-duration bonds or highly leveraged real estate, monitor how inflationary pressures develop over the next 30 to 60 days.Keep your timeline front and center: Goldman Sachs found that following seven geopolitical episodes since 1950, the S&P 500 declined an average of 4% in the first week but recovered within the subsequent month. If you are investing for retirement in 10 or 20 years, a few weeks of turbulence is noise, not signal.When staying the course might not be the right callJ.P. Morgan’s advice to stay invested is sound for most investors with a long time horizon. But it does not apply equally to everyone.If you are within three to five years of a major withdrawal, like funding a child’s college tuition or entering retirement, sequence-of-returns risk is real. A 15% to 20% drawdown in the year before you need the money can permanently impair your financial plan, even if markets eventually recover.Investors in that position should consider whether their equity exposure truly reflects the risk they can afford to take right now. That does not mean selling everything. It means reviewing whether you have enough in bonds, cash equivalents, or short-duration assets to cover your near-term needs without being forced to sell stocks at a loss.For younger investors with decades ahead, the calculus is different. Staged buying during pullbacks, often called dollar-cost averaging, has historically rewarded patience. If the S&P 500 dips 5% to 10% from recent highs, adding to broad index positions has been the correct call in most past geopolitical episodes.The bottom line for investors watching the Middle EastGeopolitical crises are frightening. The human cost is real, and the economic uncertainty is genuine. But the historical record is remarkably consistent: markets process these shocks faster than most investors expect.J.P. Morgan is not telling you to ignore the news. They are telling you to separate what you can control from what you cannot. You cannot predict what Iran will do next. You cannot control oil prices. You can control your allocation, your time horizon, and your willingness to stick with a plan.The data overwhelmingly support staying invested. Panicking has historically been the most expensive decision an investor can make during a crisis.Related: JPMorgan has a surprising message about markets and war
Amazon is selling a $54 outdoor storage box that can hold up to 485 pounds
TheStreet aims to feature only the best products and services. If you buy something via one of our links, we may earn a commission.Why we love this dealWhen we think about organizing and keeping things clean, we typically think about the interior of our house. But what about the outside? The garage and patio certainly have their fair share of miscellaneous items strewn about, and the mess might even be worse because we don’t constantly see it the way we do with the things inside our home. With the warmer weather heating things up and reminding us that spring and summer are soon to be underway, those outdoor areas will be used more than ever, and you’ll want something to keep all the patio accessories, sports equipment, gardening tools, and pool supplies out of the way but in an easy-to-access place, and nothing works better than an outdoor storage box. Designed to withstand the elements, the Keter Marvel Plus Outdoor Storage Box is 26% off at Amazon. Instead of paying $72 for the 71-gallon box, you can get it for $54 just in time for the beginning of the spring season. Keter Marvel Plus Outdoor Storage Box, $54 (was $72) at Amazon
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Why do shoppers love it?When it comes to outdoor furniture, style doesn’t always seem as important as stability and function, but luckily, this box offers all three. Made from a polypropylene (PP) resin material, this storage box was designed to stand up against sun, rain, humidity, and even snow. The PP resin, which has a sleek wood-like textured finish that looks very classic and simple, is both waterproof and resistant to UV-rays, which makes things like fading, cracking, and rust non-issues. It’s eco-friendly, fully recyclable, and research says it can last up to 12 years. It also requires very little maintenance. If it gets dirty, a simple spray with the hose will clean it right up. The 71-gallon unit, which measures 45.9 inches long, 15.6 inches wide, and 22.4 inches high, has a 485 pound weight capacity, so you can really load it up with everything from sports equipment, patio furniture cushions, landscaping tools, swimming pool accessories, and other miscellaneous outdoor items. The easy-to-lift lid offers convenient access to your items, which are then securely protected once it’s closed. It’s even padlock compatible if you want that extra security precaution. Because it’s so sturdy and durable, it can even offer extra seating space and be used as a bench for two to three people at a time. It’s perfect if you have visiting friends or family coming over. It’s available in five different colors, but currently the Graphite option is the only one on sale for $54. Related: Walmart is selling a 3-piece patio set for $145 that’s weather and UV-resistantAssembly is required, but there are no tools needed to put it together. There are built-in handles on the sides which make moving it easierDetails to knowDimensions: The box measures 45.9 inches long, 15.6 inches wide, and 22.4 inches high. Material: Polypropylene resin with a textured finish.Weight capacity: 485 pounds.Colors: Five. Shoppers like the simple but appealing look of the box. They also appreciate how well it organizes products and keeps them protected from the elements, even during wet, cold, snowy seasons. Not only is the storage box easy to assemble, but once it’s put together, it’s super strong and stays in place — even during an intense storm. Many shoppers gush over how quickly they were able to put it together. Putting it together was a snap! Literally, I put it together in 13 minutes, ” one shopper said. “Super easy to put together, about 10 minutes tops,” another shopper chimed in. Shop more deals Vongrasig Outdoor Storage Shed, $120 (was $170) at AmazonDevoko 100-Gallon Resin Deck Box, $80 (was $120) at AmazonSweetcrispy Zero Gravity Recliner Chairs, $63 (was $70) at AmazonAs much fun as it is to spend time outdoors, nothing gets in the way of that faster than a messy, cluttered yard, patio, or garage. Thankfully, with the Keter Marvel Plus Outdoor Storage Box, you can enjoy all the fun without the chaos.
The team behind continuous batching says your idle GPUs should be running inference, not sitting dark
Every GPU cluster has dead time. Training jobs finish, workloads shift and hardware sits dark while power and cooling costs keep running. For neocloud operators, those empty cycles are lost margin.The obvious workaround is spot GPU markets — renting spare capacity to whoever needs it. But spot instances mean the cloud vendor is still the one doing the renting, and engineers buying that capacity are still paying for raw compute with no inference stack attached. FriendliAI’s answer is different: run inference directly on the unused hardware, optimize for token throughput, and split the revenue with the operator. FriendliAI was founded by Byung-Gon Chun, the researcher whose paper on continuous batching became foundational to vLLM, the open source inference engine used across most production deployments today.Chun spent over a decade as a professor at Seoul National University studying efficient execution of machine learning models at scale. That research produced a paper called Orca, which introduced continuous batching. The technique processes inference requests dynamically rather than waiting to fill a fixed batch before executing. It is now industry standard and is the core mechanism inside vLLM.This week, FriendliAI is launching a new platform called InferenceSense. Just as publishers use Google AdSense to monetize unsold ad inventory, neocloud operators can use InferenceSense to fill unused GPU cycles with paid AI inference workloads and collect a share of the token revenue. The operator’s own jobs always take priority — the moment a scheduler reclaims a GPU, InferenceSense yields.”What we are providing is that instead of letting GPUs be idle, by running inferences they can monetize those idle GPUs,” Chun told VentureBeat.How a Seoul National University lab built the engine inside vLLMChun founded FriendliAI in 2021, before most of the industry had shifted attention from training to inference. The company’s primary product is a dedicated inference endpoint service for AI startups and enterprises running open-weight models. FriendliAI also appears as a deployment option on Hugging Face alongside Azure, AWS and GCP, and currently supports more than 500,000 open-weight models from the platform.InferenceSense now extends that inference engine to the capacity problem GPU operators face between workloads.How it worksInferenceSense runs on top of Kubernetes, which most neocloud operators are already using for resource orchestration. An operator allocates a pool of GPUs to a Kubernetes cluster managed by FriendliAI — declaring which nodes are available and under what conditions they can be reclaimed. Idle detection runs through Kubernetes itself.”We have our own orchestrator that runs on the GPUs of these neocloud — or just cloud — vendors,” Chun said. “We definitely take advantage of Kubernetes, but the software running on top is a really highly optimized inference stack.”When GPUs are unused, InferenceSense spins up isolated containers serving paid inference workloads on open-weight models including DeepSeek, Qwen, Kimi, GLM and MiniMax. When the operator’s scheduler needs hardware back, the inference workloads are preempted and GPUs are returned. FriendliAI says the handoff happens within seconds.Demand is aggregated through FriendliAI’s direct clients and through inference aggregators like OpenRouter. The operator supplies the capacity; FriendliAI handles the demand pipeline, model optimization and serving stack. There are no upfront fees and no minimum commitments. A real-time dashboard shows operators which models are running, tokens being processed and revenue accrued.Why token throughput beats raw capacity rentalSpot GPU markets from providers like CoreWeave, Lambda Labs and RunPod involve the cloud vendor renting out its own hardware to a third party. InferenceSense runs on hardware the neocloud operator already owns, with the operator defining which nodes participate and setting scheduling agreements with FriendliAI in advance. The distinction matters: spot markets monetize capacity, InferenceSense monetizes tokens.Token throughput per GPU-hour determines how much InferenceSense can actually earn during unused windows. FriendliAI claims its engine delivers two to three times the throughput of a standard vLLM deployment, though Chun notes the figure varies by workload type.
Most competing inference stacks are built on Python-based open source frameworks. FriendliAI’s engine is written in C++ and uses custom GPU kernels rather than Nvidia’s cuDNN library. The company has built its own model representation layer for partitioning and executing models across hardware, with its own implementations of speculative decoding, quantization and KV-cache management.Since FriendliAI’s engine processes more tokens per GPU-hour than a standard vLLM stack, operators should generate more revenue per unused cycle than they could by standing up their own inference service. What AI engineers evaluating inference costs should watchFor AI engineers evaluating where to run inference workloads, the neocloud versus hyperscaler decision has typically come down to price and availability.InferenceSense adds a new consideration: if neoclouds can monetize idle capacity through inference, they have more economic incentive to keep token prices competitive.That is not a reason to change infrastructure decisions today — it is still early. But engineers tracking total inference cost should watch whether neocloud adoption of platforms like InferenceSense puts downward pressure on API pricing for models like DeepSeek and Qwen over the next 12 months.
“When we have more efficient suppliers, the overall cost will go down,” Chun said. “With InferenceSense we can contribute to making those models cheaper.”
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Oil tops $101 before dipping as Iran ramps up strikes and IEA calls conflict biggest supply disruption in history
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