Andrew Kang: Abandon Short-Termism, Embrace Exponential Growth

marsbitPublicado em 2026-02-12Última atualização em 2026-02-12

Resumo

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?

Perguntas relacionadas

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.

Leituras Relacionadas

Low Investment Isn't Apple's Immunity Pass

While Meta and Google face investor scrutiny over ballooning AI capital expenditures, Apple's minimal AI investment has paradoxically become a strength. Its market cap recently reclaimed the global top spot, surpassing $5 trillion. The irony is deep: Apple's own AI efforts have lagged, with "Apple Intelligence" delayed and core talent lost, forcing reliance on partners like Google Gemini and Alibaba's Qianwen. Its Q3 FY2026 (Q2 CY) earnings initially seemed stellar. Revenue hit $109.4B (up 16% YoY), with iPhone and Mac sales, growing 22% and 29% respectively, driving most of the growth. However, the stock fell over 8% post-earnings. The primary concern was a weaker Q4 revenue growth forecast of 9-11%, below expectations, due to looming supply chain constraints. Apple is feeling the indirect cost of the AI boom. Soaring memory and chip prices, fueled by massive data center investments from Microsoft, Amazon, and others, are forcing Apple to raise Mac and iPad prices significantly. The upcoming iPhone launch is also expected to see substantial price hikes. Despite avoiding heavy AI infrastructure spending—its capital expenditures are actually down 28%—Apple cannot escape the industry-wide supply and cost pressures. While Apple's operating cash flow remains robust, its substantial R&D spending (up 32% YoY) has yet to yield major AI breakthroughs. As Tim Cook prepares to step down as CEO, Apple faces a challenging transition: balancing its premium hardware success against the strategic and cost pressures of the AI era it has so far cautiously navigated.

marsbitHá 18m

Low Investment Isn't Apple's Immunity Pass

marsbitHá 18m

PA Graphics Explanation | One Chart to Understand the Major Web3 Events in August 2026

**PANews Crypto Calendar: Key Web3 Events in August 2026** PANews introduces its revamped crypto calendar, featuring comprehensive coverage, flexible filtering, and easy export options. The market in August will be shaped by multiple key events across macroeconomics, regulation, tokenomics, and project developments: * **Macro & Policy:** Key US economic data releases (July Non-Farm Payrolls, CPI), the Federal Reserve meeting minutes, and the Jackson Hole Economic Symposium will be in focus. On the regulatory front, the US Senate plans to release a new draft of the *CLARITY Act*, while the EU's expanded crypto ban against Belarus comes into effect. * **Token Unlocks:** Significant token unlocks are scheduled for assets including ENA, AVAX, CONX, ZRO, and KAITO, which may influence market volatility. * **Project Updates & Shutdowns:** Several services, including Exchange Art, Ctrl Wallet, Zapper, NFTfi, and Summer.fi, are set to cease operations or undergo major adjustments. Users are advised to manage their assets accordingly. * **Corporate Activity:** Q2 earnings reports from companies like SpaceX, Circle, and Nvidia are due. Unitree Robotics will initiate its IPO subscription on the STAR Market, and Moonshot AI plans to begin a Pre-IPO financing round. * **Industry Events:** Major conferences such as Bitcoin Asia 2026 and the 2026 Digital Expo will take place. The overarching market narrative for August will revolve around macroeconomic expectations, regulatory developments, token unlock schedules, and ongoing industry consolidation.

marsbitHá 28m

PA Graphics Explanation | One Chart to Understand the Major Web3 Events in August 2026

marsbitHá 28m

Wall Street's Most Famous 'Cassandra' Now Has His Sights Set on Nvidia

Michael Burry, the famed "Big Short" investor, has once again captured Wall Street's attention with a series of short positions against major tech and semiconductor stocks, most notably Nvidia. In late June and July, through his "Cassandra Unchained" newsletter, Burry disclosed short bets against Nvidia, Tesla, Applied Materials, Caterpillar, the SOXX semiconductor ETF, and later, Micron Technology. His core thesis revolves around potential distortions in the AI infrastructure boom, specifically questioning whether extended depreciation schedules (e.g., 6 years vs. a realistic 2-3 years for AI chips) by cloud giants like Microsoft and Google artificially inflate profits. He also raises concerns about possible "off-balance-sheet circular financing," where chip demand might be propped up by vendor-backed funding to clients. Nvidia's stock experienced volatility following these disclosures, briefly dipping but largely holding near Burry's reported entry points, leaving his positions roughly flat or slightly underwater as of late July. This move is part of a pattern for Burry, whose track record since his legendary 2008 bet is mixed. He has faced notable losses, such as on Tesla in 2021, while scoring on broader market turns like the 2020 pandemic crash. His methodology focuses intensely on free cash flow and scrutinizing original financial documents to spot overvaluation and structural risks, but it often struggles with timing the market. The article contrasts Burry's stance with other prominent investors. Steve Eisman, another "Big Short" figure, is not shorting Nvidia, citing strong fundamentals but expressing nervousness about sustainability. Jim Chanos agrees with the broad "accounting mismatch" concern—comparing it to the dot-com bubble—but targets financial leverage in private equity firms rather than the chip stocks themselves. While Nvidia's short interest remains relatively low at 1.3-1.4% of float, the massive stock size means absolute short losses have been significant, exceeding $5 billion earlier this year. The piece concludes that for ordinary investors, the key takeaway is not replicating specific short bets but learning from the critical frameworks these investors use: questioning rosy accounting, identifying structural vulnerabilities, and maintaining skepticism during market euphoria, even if pinpointing the exact catalyst for a downturn remains elusive.

marsbitHá 53m

Wall Street's Most Famous 'Cassandra' Now Has His Sights Set on Nvidia

marsbitHá 53m

Weekly Selection丨Epic Stock Market Volatility, Changxin Tech's IPO Reshapes Storage Landscape, Saylor Aims to Re-Anchor STRC Around September 8th

PANews Weekly Digest: Market Turmoil, Tech Breakthroughs, and Crypto Developments. The week saw significant volatility across global markets. South Korea's KOSPI index experienced extreme turbulence, including multiple trading halts, largely driven by sharp declines in AI hardware stocks like SK Hynix. In contrast, China's Changxin Xinqiao (CXC) achieved a landmark IPO with a market cap surpassing 4 trillion yuan, marking a major success for the domestic DRAM industry after a decade of losses. In the crypto and Web3 space, several key narratives emerged. AI is driving demand for new infrastructure, with projects like AI agent wallets and programmable payments gaining traction, attracting interest from firms like Coinbase. The Bitcoin mining sector is pivoting, with companies like MARA focusing on energy management as electricity becomes a core AI-era asset. Meanwhile, the RWA (Real World Assets) sector faces a "utilization puzzle," with hundreds of billions in on-chain assets remaining dormant. Notable market movements included a historic single-day surge of over 17% for the KOSPI index and a significant migration of $16.5 billion in staked ETH within the Lido ecosystem. Michael Saylor announced a target to re-peg the STRC stablecoin around September 8th. Other highlights include discussions on Ethereum's ambitious 2030 roadmap for scaling and privacy, analysis showing high protocol revenues not always translating to token price gains, and warnings from Citi about potential extreme commodity price shocks by late 2026.

marsbitHá 58m

Weekly Selection丨Epic Stock Market Volatility, Changxin Tech's IPO Reshapes Storage Landscape, Saylor Aims to Re-Anchor STRC Around September 8th

marsbitHá 58m

When the Market Begins to Question AI Capex: A Full Analysis of Q2 Earnings Reports from Five Tech Giants

In late July 2026, five major US tech giants—Alphabet, Intel, Microsoft, Meta, and Apple—released their Q2 earnings reports. While all companies exceeded revenue and profit expectations, driven by strong AI-related business growth, investor reactions diverged sharply due to concerns over escalating AI capital expenditures (capex) and their impact on free cash flow. Alphabet reported strong revenue growth and a surging cloud business, but its stock fell after announcing a doubled year-on-year capex and negative quarterly free cash flow for the first time. Intel posted its strongest revenue growth in over 15 years, but its stock experienced volatile trading after significantly raising its full-year capex guidance. Microsoft saw its stock surge after beating estimates and, crucially, lowering its capex forecast while projecting positive free cash flow. Meta faced the most severe sell-off as its profits declined despite revenue beats, with free cash flow plunging over 90% and its capex guidance raised. Apple reported record June-quarter results, but its stock plummeted after providing Q4 revenue guidance that fell short of expectations, citing supply chain constraints and forex headwinds. The overall takeaway is that the market's focus has shifted from validating AI demand to scrutinizing the timeline for returns on massive AI investments. Companies demonstrating a clearer path to managing capex and preserving free cash flow, like Microsoft, were rewarded, while those signaling continued aggressive spending faced investor skepticism.

Odaily星球日报Há 1h

When the Market Begins to Question AI Capex: A Full Analysis of Q2 Earnings Reports from Five Tech Giants

Odaily星球日报Há 1h

Trading

Spot
活动图片