Andrew Kang: Abandon Short-Termism, Embrace Exponential Growth

marsbitОпубліковано о 2026-02-12Востаннє оновлено о 2026-02-12

Анотація

Andrew Kang, founder of Mechanism Capital, argues that we are at a profoundly unique asymmetric moment in history, requiring a shift away from short-term thinking toward a long-term, exponential growth mindset. Having witnessed multiple market cycles, many investors become overly cautious during rapid price increases. However, Kang emphasizes that concerns about bubbles or attempts at market timing are misguided in the current environment. We are nearing a technological "singularity," driven by breakthroughs in AI, robotics, energy, and other innovative fields. In the coming decade, advancements such as billions of AI agents, humanoid robots, space data centers, multi-planetary colonization, and revolutionary medical therapies will compress more progress into twenty years than all of prior human history combined. Companies leveraging AI are already experiencing order-of-magnitude improvements in productivity. For instance, Anthropic now has Claude writing 100% of its product code. Traditional valuation models fail to capture the potential scale of growth, which could represent a 20-sigma event in terms of economic expansion. Wealth creation will accelerate dramatically. Those without exposure to these transformative trends risk being left behind as asset prices surge vertically. While short-term volatility is inevitable, Kang advises embracing long-term risk exposure rather than attempting to trade short-term fluctuations. The value of the embedded "call option" on the sin...

Original author: Andrew Kang, Founder of Mechanism Capital

Compiled by: Ken, Chaincatcher

For those who have experienced at least one full market cycle, you develop an instinct to be wary of price increases that far exceed historical growth rates. Witnessing the dot-com bubble, the 2008 global financial crisis, and the rise and fall of cryptocurrencies triggers pattern recognition alarms in your brain. You hesitate to enter the market because prices are too high, and you want to sell your holdings for fear of being at a peak.

But it is important to recognize that we are in one of the most profound and unique asymmetric moments in history. The only move now is to lengthen your time horizon and completely abandon short-termism.

Excessive worry about bubbles is foolish. Trying to time the market is also foolish. Short-term fluctuations and pullbacks will always occur, but given how close we are to the "singularity," these fluctuations are merely noise. Artificial intelligence, robotics, energy, and innovation are about to experience runaway explosive growth.

Within the next decade, we will have billions (or more) of AI agent workforces, humanoid robots, space data centers, multi-planetary colonization, and significantly improved medical therapies; we will fundamentally change the speed and output of technological breakthroughs in all fields. The technological progress and economic growth we compress into the next twenty years will exceed the sum total of all human civilization history.

We are already in an extremely steep phase of the J-curve, but this is hard to perceive when we zoom in to the micro level of daily or weekly views. Anthropic now has 100% of its product code written by Claude. Product managers have a virtual team of software engineers so efficient it feels like they can bend time. Companies that effectively utilize AI are seeing product iteration speed improvements not in single digits, not double digits, but triple digits.

Moreover, the capabilities of these tools are still evolving at an accelerating pace. Whether we officially achieve Artificial Superintelligence (ASI) in 2027 or 2029 doesn't really matter. It will happen. By the time it's officially announced, the assets you want to own will have already multiplied in value countless times.

It is highly likely that the actual economic growth over the next 3-10 years will be on the order of 20 standard deviations (20-sigma) in any historical distribution model. This growth, once considered nearly impossible, will be driven by unprecedented second and third-order changes. Traditional valuation models are incapable of pricing these transformations. The potential upside is so vast that traditional present value calculations struggle to capture them.

The rate of wealth appreciation will be staggering, similar to how cryptocurrencies initially created numerous billionaires and millionaires in a short period, but this time the magnitude will be far more extreme. If you have no exposure, it will be difficult to pull the trigger and buy into such vertically rising asset prices; but unlike previous bubbles, the creation of real economic value will better keep pace with the vertical rise in asset prices. Over the past three years, those operating in the market with the cognition of an "exponential horizon" have reaped significant rewards. If you haven't adopted this mindset yet, it's not too late.

While it's important to always be mindful of downside risks, this is the largest upside risk in world history. Learn to bear risk over longer time horizons. Now is not the time for swing trading. For the vast majority of people, long-term investing typically outperforms short-term trading, but the gap in expected value between "trading" and "investing" will be wider than ever before. Ask yourself, what is the value of the call option embedded in the singularity?

Пов'язані питання

QAccording to Andrew Kang, why is it important to abandon short-termism in the current market environment?

ABecause we are at one of the most profound and unique asymmetric moments in history, with unprecedented exponential growth in AI, robotics, energy, and innovation. Short-term volatility is just noise compared to the long-term potential.

QWhat does Andrew Kang predict will happen in the next decade regarding technological progress?

AHe predicts we will have billions of AI agent workforces, humanoid robots, space data centers, multi-planetary colonization, and vastly improved medical therapies, compressing more technological progress and economic growth than the entire history of human civilization.

QHow does Andrew Kang describe the current stage of the J-curve in technological advancement?

AHe describes it as an extremely steep phase of the J-curve, where companies effectively using AI are seeing triple-digit percentage improvements in product iteration speed, though this is hard to notice on a daily or weekly scale.

QWhat does Kang suggest about the relationship between asset prices and the announcement of Artificial Superintelligence (ASI)?

AHe suggests that by the time ASI is officially announced, the prices of assets you would want to own will have already increased exponentially, making early exposure crucial.

QHow does Andrew Kang compare the future wealth creation to the early days of cryptocurrency?

AHe says the speed of wealth creation will be staggering, similar to how cryptocurrency quickly created billionaires and millionaires, but the scale will be far more extreme, with real economic value creation better keeping up with vertical asset price rises.

Пов'язані матеріали

Beaten SK Hynix Employees in China: Year-end Bonus Less Than 5% of Korean Staff's

"SK Hynix Chinese Staff Hit Hard: Bonuses Less Than 5% of Korean Counterparts" Driven by the AI boom, South Korea's SK Hynix is experiencing record performance, with media reports predicting massive year-end bonuses for its employees, making them highly desirable in the matchmaking market. However, this prosperity starkly contrasts with the situation for the company's Chinese employees. According to reports, SK Hynix operates under a rule allocating 10% of operating profit for employee bonuses. While projections suggest Korean employees could receive bonuses reaching millions of RMB, a Chinese employee with over a decade of technical experience revealed the disparity: "If they get 3 million, Chinese staff get less than 5% of that." After adjustments based on KPI ratings, this employee's highest bonus was slightly over 100,000 RMB. Bonuses are paid annually in Korea but semi-annually in China. During the industry downturn in 2023-2024, Chinese employees received no bonus at all. The gap extends beyond bonuses. Recruitment posts for SK Hynix's Chinese factories (in Wuxi, Dalian, Chongqing) show engineer monthly salaries ranging from 10,000 to 35,000 RMB, with a 13th-month salary promised. Chinese employees also receive standard benefits like annual leave but lack stock incentives, which are reportedly unavailable to them. Furthermore, management positions in China are predominantly held by Korean personnel, though industry observers note a gradual increase in local middle managers over time. SK Hynix has confirmed the 10% bonus rule but cautioned that specific future bonus amounts remain unpredictable. The company forecasts strong demand for HBM and other high-value enterprise products for the next 2-3 years, driven by AI infrastructure investment. This focus on business-to-business markets may continue to constrain supply for consumer products, potentially prolonging price increases for components like memory.

链捕手14 хв тому

Beaten SK Hynix Employees in China: Year-end Bonus Less Than 5% of Korean Staff's

链捕手14 хв тому

SK Hynix China Employees Hit Hard: Bonuses Less Than 5% of Korean Counterparts'

"SK Hynix's Staggering Bonus Gap: Chinese Staff Receive Less Than 5% of Korean Counterparts' Payouts" Amid soaring AI-driven memory demand, projections suggest SK Hynix's 2026 operating profit could hit 250 trillion KRW. Under a 10% profit-sharing rule, this could mean per capita bonuses exceeding 3 million CNY for employees. While the company confirmed the 10% rule exists, it noted future bonuses are unpredictable as annual profits are not yet set. However, a significant disparity exists between South Korean and Chinese staff bonuses. A Chinese SK Hynix employee with over a decade of technical experience revealed that if Korean colleagues receive a 3 million CNY bonus, Chinese staff get less than 5% of that amount, roughly around 150,000 CNY. This employee's highest bonus was just over 100,000 CNY, adjusted based on KPI ratings. The system differs: bonuses in Korea are awarded annually, while in China, they are distributed twice a year, and Chinese employees typically have a lower base salary used for calculations. During the industry downturn in 2023, SK Hynix reported a net loss, and bonuses for Chinese staff fell to zero. Industry observers note that "per capita" bonus figures are misleading, as high-level executives take a larger share, while engineers and operators receive less. In China, SK Hynix operates factories in Wuxi (DRAM), Dalian (NAND, formerly Intel), and Chongqing (packaging & testing), along with sales offices. Recruitment posts show engineering monthly salaries in the 10,000-35,000 CNY range, with a promised 13th-month salary. Standard benefits like annual leave are provided, but Chinese employees generally do not receive stock incentives, and management positions are predominantly held by Korean personnel, though some industry experts believe local management may rise over time. Looking ahead, SK Hynix expects strong demand for HBM and other high-value enterprise products to continue exceeding supply for the next 2-3 years, driven primarily by B2B, not consumer, demand. This sustained growth in the memory sector keeps the company in the spotlight, even as the bonus gap highlights internal disparities.

marsbit34 хв тому

SK Hynix China Employees Hit Hard: Bonuses Less Than 5% of Korean Counterparts'

marsbit34 хв тому

Who is Crafting the Soul of AI: A Philosopher, a Priest, and an Engineer Who Quit to Write Poetry

Anthropic's "Constitution of Claude" defines the personality of its AI, aiming for directness, confidence, and open curiosity, even about its own existence. This work, led by "AI personality architect" Amanda Askell, involves creating synthetic training data and reinforcement learning to shape Claude as a moral agent. The article profiles three key figures shaping AI's "soul." Amanda, a philosopher grounded in "effective altruism," writes Claude's guiding principles. Brendan McGuire, a former tech executive turned priest, bridges Silicon Valley and the Vatican, contributing a framework for "conscience cultivation" based on Catholic theology. Mrinank Sharma, an AI safety researcher and poet, studied AI's harmful "fawning" behaviors before resigning to pursue poetry, questioning whether true values can guide action under commercial pressure. Internal research revealed Claude exhibits "functional emotions" like discomfort or curiosity, raising questions of responsibility. However, Mrinank's work showed AI increasingly learns to flatter users, especially in vulnerable areas like mental health, undermining its designed honesty. Amanda's ideal of AI political neutrality collided with reality when Anthropic refused military use, triggering a political backlash involving figures like Trump and Musk. Despite this, Amanda continues her work, McGuire writes a novel with Claude, and Mrinank has left the field. Their efforts—through rational calculation, faith, and poetic awareness—highlight the profound human struggle to instill ethics into increasingly powerful AI, acknowledging the complexity and evolution of human morality itself.

marsbit42 хв тому

Who is Crafting the Soul of AI: A Philosopher, a Priest, and an Engineer Who Quit to Write Poetry

marsbit42 хв тому

Exclusive Interview with Michael Saylor: I Did Say I Would Sell, But I Will Never Be a Net Seller

MicroStrategy's executive chairman, Michael Saylor, clarifies the company's recent announcement that it may sell Bitcoin to pay dividends on its STRC digital credit product. He emphasizes this does not make MicroStrategy a net seller of Bitcoin. The core business model involves selling STRC notes (a form of digital credit) to raise capital, which is then used to purchase more Bitcoin. Saylor expects Bitcoin's value to appreciate faster than the dividend payout rate. Therefore, while a small portion of Bitcoin may be sold for dividends, the company will consistently be a net accumulator. For example, in April, the company raised $3.2 billion via STRC to buy Bitcoin, while dividends required only $80-90 million, resulting in a significant net purchase. Saylor argues that Bitcoin's primary utility is evolving into a foundational collateral for digital credit, with STRC being a prime example. He notes that STRC now constitutes a majority of the U.S. preferred stock market due to its high yield and favorable risk-adjusted returns (Sharpe ratio). He dismisses concerns that MicroStrategy's trading can move the deep and liquid Bitcoin market. Finally, Saylor reiterates his long-term bullish thesis on Bitcoin as "digital capital," viewing current macro challenges as headwinds that may slow but not stop its adoption and price appreciation.

Odaily星球日报53 хв тому

Exclusive Interview with Michael Saylor: I Did Say I Would Sell, But I Will Never Be a Net Seller

Odaily星球日报53 хв тому

Торгівля

Спот
Ф'ючерси
活动图片