The Failure of Simplicity

The Failure of Simplicity

Markets destroy the comfortable assumption that tomorrow behaves like yesterday. They reward those who can identify when the system’s structure changes and punish those who try to fit new realities into old frameworks. That is why the conventional idea of “what something is worth” has become less relevant than how systems evolve. Investors who cling to formulas intended for stable conditions will always be surprised by nonlinear disruption. Nowhere is this more obvious than in AI and energy, where the variables are not just changing, the equations themselves are being rewritten.

An Irrational World

An Irrational World

The uncomfortable truth is that the world is becoming more unstable, uncertain, and less predictable. Geopolitical fragmentation, fiscal and monetary distortions, energy transitions amid increasing bottlenecks, rare-earth competition, and technological disruption from artificial intelligence, robotics, and other innovations upend traditional thinking that assumes linearity, stability, and normal distributions.
Ubiquitous access to information means insight is more about filtering the signal from the noise and understanding interconnections among previously unrelated factors.
In other words, better thinking.

Bubbles, AI, and the Economics of Belief

Bubbles, AI, and the Economics of Belief

The selloff in technology stocks this week startled some investors. It shouldn’t have. The signals of an AI bubble have been flashing for some time: billion-dollar raises for companies with no product, multibillion-dollar valuations for companies with no revenue, and nine-figure offers made to individual researchers. The AI race is building products that are economic complements to one another—you need the turbines that power the grids, that power the chips, that run the models, that power the products. And you need firms to build their growth and hiring plans around the expectation that ever more of their work will be done by AI. AI is in a bubble, companies will fail, and capex is unsustainably high. The real question is whether the infrastructure being built now will unlock a technological era that outlasts the speculation that paid for it.
History suggests yes. The pattern repeats because the pattern works. The bubble is not the danger. Missing the moment is.

AI and the Economics of Ambition

AI and the Economics of Ambition

Artificial intelligence is no longer an engineering discipline. It is an economic one. The companies that win will be those that understand: Ambition requires capital. Capital requires compute. Compute requires global-scale infrastructure. Infrastructure requires a strategy measured in gigawatts and billions, not teams and timelines. This is not just the future of technology — it is the new architecture of global competition.

China, the US, and the “Trap”

China, the US, and the “Trap”

The “Thucydides Trap” occurs when a rising nation-state—for the Greek historian Thucydides, it was Athens—must eventually have a violent confrontation with the existing dominant nation-state—Sparta in his time. It is a zero-sum game where there can be only one dominant nation-state as the eventual winner, and it is usually assumed that the rising nation-state will outdo the dominant nation-state resolved only by military conflict.The United States and China are today’s Sparta and Athens. For several decades, their geopolitical relationship has been fundamentally based on collaboration and healthy competition, raising the bar for both countries. Now, it is turning into discordant competition, trade restrictions, and embargoes. The combined benefits of global collaboration and competitiveness, not trade restraint, will only enhance the benefits for the United States and China. The government creates friction and potential conflict, which is the biggest reason we fall into the Thucydides Trap. If appropriate, oversight, sensible regulation, and enforceable trade agreements do not interfere with fair competition and collaboration. There is no “Trap” to avoid. The sooner China and the US realize this, the better off each country (and the world) will be.

Rationality and Exuberance

Rationality and Exuberance

Predicting what’s next has been a fool’s game, and it continues to be. The S&P 500 was up 26% in 2023 and 25% in 2024, for the best two-year stretch since 1997-98. That brings us to 2025. What lies ahead? Rationality, Optimism, exuberance, disappointment, correction, and more frequent and intense volatility—with uncertainty about the timing, extent, and outcome. Is enthusiasm for new technology creating a bubble, and will the bubble burst? Optimism has prevailed in the markets since late 2022, generating above-average valuations and astonishing returns for some (primarily AI-related) equities. Stocks in most industrial groups sell at high multiples, but enthusiasm for artificial intelligence and the persistence of the Magnificent 7 drive most market expectations. There is the implicit presumption that the top seven companies will continue to be successful and that the “new thing” (artificial intelligence) will drive valuations even higher. However, stocks may sit still for the next 10 years as earnings rise and multiples return to earth. Another possibility is that the multiple correction is compressed into a year or two, implying a significant decline in stock prices. Be aware of Mr. Market’s irrational behavior. It’s not going to be a smooth pathway forward; there will be great investment opportunities, as there are in any market, but overall, it’s a high starting point. It’s time to be neutral.

China, Prosperity, and Free Markets

China, Prosperity, and Free Markets

Chairman Xi faces more significant problems than just a declining stock market. Future prosperity, innovation, and China’s global position in advanced technologies are at stake. Bureaucratic regulation and central government money are not the answer, and an uncomfortable truth for communist bureaucrats is that a free market, access to venture capital and private equity, and vibrant public markets are essential for China’s success. A volatile market is still best at attributing value and allocating capital over time. China’s entrepreneurs have brilliance, incomparable fortitude, and a strong work ethic, but without capital and liquidity for that capital, the ship will run aground. Permanent capital is essential for the growth of an economy, innovation, and prosperity. Liquidity is essential for that capital.

Industrial Policy – Stupidity by Another Name

Industrial Policy – Stupidity by Another Name

Zero-sum thinking has begun. Despite comparative advantage, mutual cooperation, and specialization proving indisputably more beneficial than any other approach to economic interaction, this ideal is under threat. Rules and norms for economic integration lifted hundreds of millions of people out of poverty, created an order-of-magnitude increase in the average wealth of the Western population, and benefited countless hundreds of millions enabling a way of life otherwise unimaginable post-World War II. Now that system is under threat as developed countries subsidize alternative energy, attract manufacturing via expensive subsidies, and restrict the flow of goods and capital. Mutual benefit is out; national gain is now the highest priority. In other words, stupidity and zero-sum thinking have taken over. A handful of bureaucrats, regardless of how brilliant each may be, can never equal the mind of the market. Management and control usually spell disaster eventually. Managed focus on technological development for products and services the central government believes have greater substantial benefit to the overall society may not be calamitous, but the law of unintended consequences has not been repealed. It will be inefficient, substandard, and create potentially dangerous side effects. Innovation, creative freedom, and unstructured thought are essential components to the development of any technology of substance and disruptive benefit.

Uncertain Markets and Future Returns

Uncertain Markets and Future Returns

Volatile stock and bond markets are not going away anytime soon, and investment strategies focused on discipline, market-tested algorithms, and the patience to withstand near-term turbulence will continue to deliver better results. As US stocks have dropped about 25% and US long-term treasuries dropped nearly 30%, specific strategies that combine futures, derivatives, and other securities along with market-neutral equity trading have produced superior returns. This impressive overall performance can be expected to profit from market movements and even market shocks that, while specifically unpredictable, will be inevitable from now on. In the face of dismal predictability and lack of confidence, it is discipline, time-tested algorithms, and a multi-strategy perspective toward broad market sectors that have outperformed and will continue to deliver superior risk-adjusted returns and better overall performance.

The Next Ten Years

The Next Ten Years

The onslaught of market-making bad news seems almost a daily event. A gloomy picture of slowing economic growth, elevated inflation, and confusing fiscal and monetary policy has added a lethal mixture to the market’s performance. Fiscal stimulus is sidelined, and monetary policy is constricting economic growth and entrepreneurial innovation. It makes for a gloomy outlook and an even more depressing long-term perspective. The next 10 years look more like a lost decade. High-growth company valuations have been significantly discounted, and over time as discount rates drop, their valuations are likely to increase substantially. Higher-yielding fixed income securities will be a standout performer as interest rates are reduced, the higher-yielding BDCs, REITs, leveraged loan securities, and high cash flow instruments, along with high-dividend equities, will prove extremely attractive and are currently available at bargain prices. Providers of value and users of value will be the winners for the next decade. Those generating real cash flow and disruptive innovation will define the next decade.

Predictions and Nonsense

Predictions and Nonsense

Predictions usually end up being nonsense. We simply draw a trajectory from what we know today. But innovation is a discontinuity. Things are unpredictable because innovation does not come from consensus thinking. It comes from small groups and individuals with a spark of entrepreneurship, intelligence, and vision. One of the fundamental tenets of predicting technology is that most forecasters get things spectacularly wrong.

Think Differently and Better

Think Differently and Better

The market is consensus thinking. Performing above average means being different. Simply being different doesn’t define success. Success means understanding what it takes to not only think differently but understand when consensus thinking is wrong and executing and implementing those choices effectively. Doing better (generating superior returns with less overall risk) is difficult. Understanding “what’s really going on” is not a simple formula. It requires different, deeper, and better thinking. Depart from the investment crowd, focus on the factors that are necessary and, in combination, sufficient to make a difference, sustain performance and manage risk. It’s not easy or obvious, but it is superior.