Carvana Co.(NYSE:CVNA) James Anderson 1. The Core Thesis: “The Amazon of Used Cars” Anderson’s belief in Carvana mirrors his early bet on Amazon at Baillie Gifford. He identifies three “Lollapalooza” effects (as Munger would call them) working in harmony: Vertical Integration & Efficiency: Traditional dealerships are fragmented and burdened by high “bricks-and-mortar” costs and human sales commissions. Carvana’s Inspection and Reconditioning Centers (IRCs) treat car refurbishment like a high-speed factory line, driving unit costs down in a way a local dealer never can.

Core Insight: At Lingotto, James Anderson champions “Investment as an Intellectual Act.” He argues that the true driver of wealth is the long-term compounding of technological breakthroughs. 01 The Geometry of Returns Convexity and Asymmetry Most investment frameworks fail because they optimize for the “mean.” Lingotto optimizes for the “tails.” Strategy: Embracing radical uncertainty in exchange for unlimited upside. The End of Mean Reversion In a networked economy, path dependency and increasing returns (W. Brian Arthur) create permanent winners. 02 Beyond Financialism Complexity Science Roots: Anderson’s framework is deeply influenced by the Santa Fe Institute. He views companies as “Dissipative Structures” that maintain order far from equilibrium. The Scale of Impact: Analyzing how companies like Tesla or ByteDance rescale human interaction and energy consumption.

complexity Investing：From Brian Arthur to James Anderson title: “Complexity Investing: From Brian Arthur to James Anderson” date: 2026-03-14 keywords: [“Complexity Investing”, “Brian Arthur”, “James Anderson”, “Increasing Returns”, “Emergence”, “Edge of Chaos”, “SFI”] draft: false Complexity Investing: From Brian Arthur to James Anderson “The world is not a clockwork mechanism, but a tropical rainforest.” In this post, I will share my reflections on Complexity Investing. In the quietude of our lives, we observe a world evolving non-linearly. As practiced by James Anderson, true value often lies hidden within those great enterprises that possess the potential for “increasing returns.” Core Linkage: Translating Complexity Science into Investment Logic

Gemini 3.0 Investment is the realization of insight. Among great investors, avid readers are far from a rarity—Buffett, Munger, Anderson, to name a few. In a sense, investment returns are merely a byproduct of their personal knowledge systems and mental models. In the realm of reading, Gemini now offers exceptional convenience; specifically, NotebookLM. This highlights the critical importance of Deep Learning. The ability to filter information and transmute it into true knowledge is the ultimate source of long-term alpha.

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Google NotebookLM

Why our goals are best acheived indirectly In the context of John Kay’s book, the most accurate and sophisticated term for is: Obliquity Derived from geometry (meaning an angle that is not a right angle), Kay uses it to describe the phenomenon where complex goals are best achieved indirectly. Key Vocabulary & Phrasings Indirect Pursuit: The core concept that goals like happiness or profit are results of other activities, not targets to be aimed at directly.

Palantir：Ontology title: “Palantir CEO Alex Karp: The Costly Illusion of ‘Buying Models’” date: 2026-03-10 keywords: [“Alex Karp”, “Palantir”, “AI Strategy”, “Enterprise AI”, “Ontology”, “Operating System”] draft: false Palantir CEO Alex Karp: Why “Buying AI Models” is Becoming the Most Expensive Illusion for Enterprises Almost every Fortune 500 company is currently doing the exact same thing: Purchasing AI subscriptions. Plugging into a few Large Language Models (LLMs). Announcing to the board: “We have an AI strategy.” But Alex Karp, CEO of Palantir ($PLTR), offers a blunt assessment of this approach. He says: “Just buying models in an enterprise will eventually become a form of self-pleasuring, and at the expense of the enterprise’s own interests.” This statement is jarring because it strikes at a hard reality: many companies treat “using AI” as a strategy rather than “transforming the business through AI.” What most enterprises are doing right now looks like this:

Emergence

**Mark Anderson **A16z

NVDA Research 📊 Valuation Framework: The PR Ratio (Profitability Ratio) Following the investment philosophy of @ericwarn (Ding Ning) and the principles of James Anderson, I utilize the PR Ratio to evaluate NVIDIA’s valuation beyond simple P/E multiples. Key Formula: PR = (P/E) / (ROE × 100) Strategic Analysis (As of April 2026): Traditional P/E ratios often flag NVIDIA as “expensive.” However, the PR Ratio reveals a different story: The ROE Factor: Driven by the massive shift to the Rubin architecture and the expansion into Physical AI, NVIDIA’s ROE has surged to approximately 75%. The Calculation: With a Forward P/E of 45x and an ROE of 75%, the PR ≈ 0.6. Verdict: According to @ericwarn’s “0.5-1.0-1.5” rule, a PR of 0.6 indicates that the high P/E is fully justified by NVIDIA’s extraordinary capital efficiency. We are paying for earning power, not just speculative growth. Trade 2003

The Baillie Gifford Reading List Investment is the realization of insight. Among great investors, avid readers are far from a rarity—Buffett, Munger, Arthur, and the like. In a sense, investment returns are merely a byproduct of their personal knowledge systems and mental models. Baillie Gifford is second to none in this regard. As an investment institution that weaves an academic atmosphere into its corporate culture, Baillie Gifford possesses a romantic passion for reading and continuous learning. The Reading List: Four Major Categories James Anderson and Tom Slater, the two successive managers of Baillie Gifford’s flagship fund, Scottish Mortgage (SMT), have frequently cited books that inspired their investment thinking. These can be categorized into four types:

User: Discuss what these sources say about the extreme nature of returns (Bessembinder research), in the larger context of the evolution of core investment philosophy. Model: Hendrik Bessembinder’s famous paper, “Do Stocks Outperform Treasury Bills?”, reveals the extreme inequality of wealth creation in the stock market, a finding that has become a crucial cornerstone in reshaping core investment philosophy . The Extreme Nature of Returns (Core Findings of Bessembinder’s Research) Bessembinder’s research points out that, in general, stocks do not outperform short-term Treasury bills . The entire net wealth creation of the US stock market since 1926 (nearly $35 trillion) is collectively attributable to a mere 4.3% of listed companies . Beyond this best-performing tiny fraction of companies, the vast majority of firms either destroyed wealth or merely offset the gains of others, making their overall net contribution the same as earning one-month Treasury bill interest rates . The Evolution of Core Investment Philosophy The reality that investment performance lies in the extremes completely upends traditional investment dogmas, pushing the evolution of investment philosophy across several core dimensions: Shattering Traditional Financial Dogma: Bessembinder’s data indicates that the traditional Capital Asset Pricing Model (CAPM) makes no sense, and there is no systemic relationship between risk and reward . Therefore, the traditional fund manager’s approach of working through everything on offer by under-weighting and over-weighting against a benchmark is clearly misguided . Active Management’s Goal Shifts to “Capturing Outliers”: Since most stocks will add no value to a portfolio, the core job of portfolio managers becomes giving themselves the best possible chance of owning those extremely rare “outliers” . Investors must embrace asymmetric returns and abandon any angst about a small group of stocks dominating portfolio returns, as this is simply the natural order of markets . Abandoning Short-Term Forecasting, Emphasizing Imagination and Creativity: To capture extreme returns, investors must doggedly refuse to make forecasts of short-term earnings, cash flows, or share prices . Trying to be short-term “correct” is actually the enemy of good investing, because if you are merely forecasting the most likely outcome over the next year or two, you will not predict a disruptive discontinuity on a spreadsheet . Instead, investing requires immense creativity and the courage to boldly imagine how extraordinarily large and supra-competitive a promising company can become in our era . This capacity to imagine is more vital than IQ, academic qualifications, or accounting details on a spreadsheet . Lengthening Investment Horizons and Learning to “Suffer”: In the pursuit of capturing extreme returns, a straight, exponential bottom-left to top-right line of compounding is an illusion; in reality, wealth accumulation is jagged and painful . Because extreme success requires a long time horizon to fully blossom, investors must build mechanisms to avoid the contamination of short-term noise (such as abolishing quarterly performance reviews) and learn how to suffer through missed earnings, immense share price volatility, and external skepticism, resolutely refusing to interrupt the compounding process of great businesses . In summary, because returns exhibit an extreme power-law distribution, the core investment philosophy has shifted from traditional “risk control, high win rates, and short-term correctness” to “relying on long-term horizons, tolerating massive short-term volatility and uncertainty, and using highly imaginative research to capture that sub-5% of great companies” .

**Technological Revolutions and Financial Capital: The Dynamics of Bubbles and Golden Ages Carlota Perez https://carlotaperez.org W. Brian Arthur, a pioneer of complexity economics, offered this high praise for Carlota Perez’s work: “Perez shows us that the arrival of technological revolutions in history has a clear regularity, and that the economy reacts to them in predictable stages. Her views provide a fresh perspective not just on history, but on our own times—especially the age of the information technology revolution.”

Rethinking Risk: Uncertainty and Investment Returns Author: John Kay Core Abstract: In modern finance, “risk” is often mistakenly equated with “volatility.” This article argues that true risk is not the fluctuation of stock prices, but the collapse of an investment thesis caused by “Radical Uncertainty.” Investors should abandon their obsession with probabilistic models and instead focus on narrative logic and systemic resilience. 1. The Fundamental Difference Between Risk and Uncertainty In finance textbooks, risk is typically defined as the standard deviation of returns (volatility). However, this definition only applies to a “Small World” (such as a casino or actuarial insurance). In the real “Big World,” we face Radical Uncertainty.

James Anderson: Investing in the Evolution of Civilization Title: “James Anderson: The Prophet of Exponential Growth” Date: 2023-01-01 Keywords: [The Power Law, Complexity Thinking, Evolutionary Logic, Long-termism, Missionary Zeal, Interdisciplinary Deep Learning, Charlie Munger, W. Brian Arthur, John Kay] Draft: false As the former spiritual leader of Baillie Gifford and its flagship Scottish Mortgage Investment Trust (SMT), James Anderson’s philosophy is a perfect marriage of “extreme optimism” and “evolutionary biology” applied to capital markets. He does not merely invest in companies; he invests in an ongoing evolution of human civilization.

Mark Zeckerberg Cash flow Human resource

Temperiaory

Marriot get back from the Covid Brand

**Joel Greenblatt

Complex System A typical complex system is composed of countless individual components or agents. When clustered together, they exhibit collective properties that are typically not present in the individual components themselves, nor can they be easily predicted from them. For instance, you are far more than a mere collection of the cells that make up your body; similarly, your cells are far more than the collection of molecules that compose them. What you perceive as “yourself”—your consciousness, your personality, your character—is the collective manifestation of countless interactions between neurons and synapses in your brain. These elements constantly interact with other cells in your body, which in turn form semi-autonomous organs like the heart or the liver. Furthermore, all of these parts interact continuously with the external environment to varying degrees.

Sheer Toughness Founder Mode Core Philosophies If you are diving into his archives, these are the concepts he is most famous for: “Make something people want”: The official motto of Y Combinator and the bedrock of his startup advice. Relentless Resourcefulness: The quality he looks for most in founders—the ability to find a way to win regardless of obstacles. Do Things that Don’t Scale: The counter-intuitive advice that early-stage startups should focus on manual, unscalable tasks to acquire their first users.

Jeff Bezos Human resource

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2010 Autohome Wanwanshu Valle

Fisrt mail to shareholders Last mail to shareholders

Steve Jobs Tim Cook Great Company in the world. Cash flow Human resource

Core Principles & Mental Models The Santa Fe Institute (SFI): The intellectual bedrock of Miller’s transition from classical philosophy to complexity science. Path Dependency & Lock-in: Concepts learned from W. Brian Arthur regarding how technology evolves and dominates markets. The “Lowest Cost” Philosophy: “In this business, the winner is the person with the lowest average cost.” Redefining Value: Some companies are mispriced in the short term (Traditional Value); others are mispriced over the long term due to misunderstood growth potential (Modern Growth). Miller views the latter as the ultimate value play. Validation of Error: “If you ask me how I verify if I’m wrong, my answer is: when I cannot buy the desired volume at the price I want.” The Two Masterpieces of Bill Miller’s Career Concentrated Bet on Amazon: A symbolic journey—rising to the top under the spotlight, suffering a catastrophic defeat during the dot-com crash, and ultimately achieving a legendary comeback (though the latter receives less public attention). The “Desert Oasis” (SFI): His more profound influence on the asset management industry was cultivating the Santa Fe Institute. He demonstrated the beauty of combining scientific thought with investment practice. One might speculate that SFI is why Miller maintains such a youthful and peaceful mindset; it is a sanctuary where interdisciplinary ideas—often decades ahead of public understanding—are nurtured by peers like Jeff Bezos and James Anderson. The Evolution of a Fund Manager: A 40-Year Odyssey 1. The Philosophical Origins Born in 1950, Miller was pursuing a PhD in Philosophy at Johns Hopkins when a professor noticed him reading the Wall Street Journal daily in the faculty library and suggested a career in finance. He joined Legg Mason’s research department in 1982 and began managing the Legg Mason Value Trust in 1990.

**Joseph Schumpeter

Here is the full English translation of your analysis of Steve Jobs. I have maintained the philosophical, interdisciplinary tone to ensure it fits the “latticework” style of your blog. Steve Jobs: The Technical Prophet, Minimalist, and Managerial Alchemist Steve Jobs intuitively understood that technology is not a collection of isolated inventions, but an evolutionary force that can be guided, synthesized, and eventually imbued with the characteristics of life. Core Philosophy The Logic of Connecting the Dots As articulated in his famous Stanford commencement speech, Jobs believed you cannot connect the dots looking forward; you can only connect them looking backward. This aligns perfectly with the concept of Combinatorial Evolution. He demonstrated that seemingly random experiences—such as his early study of calligraphy and aesthetics—emerge at critical junctures to create unique, non-linear capabilities.

**John Templeton

I believe that the greatest long-range investment profits are never obtained by investing in marginal companies.” Phil Fisher 1958 “A great business at a fair price is superior to a fair business at a great price.” Charlie Munger “We’ve really made the money out of high quality businesses. In some cases, we bought the whole business. And in some cases, we just bought a big block of stock. But when you analyze what happened, the big money’s been made in the high quality businesses. And most of the other people who’ve made a lot of money have done so in high quality businesses.” Charlie Munger

The Federalist Papers. The Logic of American Politics: James Madison “Reconciling differences over government action is a fundamental challenge of politics. James Madison, who played a leading role in drafting the Constitution and to whom this book will repeatedly turn for guidance, offered one of the most memorable and enlightening discussions on this subject in The Federalist No. 10. Defending the new Constitution to delegates at state ratifying conventions who were deciding whether to approve it, he explained that the new government must represent and reconcile many different preferences in society that are ‘sown in the nature of man’:

Margin of Safety Seth Klarman

James Madison James Madison on The Federalist Papers, No 10 Faction James Madison “Reconciling differences over government action is a fundamental challenge of politics. James Madison, who played a leading role in drafting the Constitution and to whom this book will repeatedly turn for guidance, offered one of the most memorable and enlightening discussions on this subject in The Federalist No. 10. Defending the new Constitution to delegates at state ratifying conventions who were deciding whether to approve it, he explained that the new government must represent and reconcile many different preferences in society that are ‘sown in the nature of man’:

Core Pillars of Thought * Law of Increasing Returns: The engine of the digital age. * Positive Feedback Mechanisms: Small accidents lead to large outcomes. * The Shift from Resource Scarcity to Network Enhancement: Wealth is created by connections, not just extraction. * Evolution over Prediction: We must accept market uncertainty and contingency; understanding a system’s evolution is far more vital than predicting a specific result. Complexity Economics: Non-Equilibrium and Positive Feedback W. Brian Arthur’s Complexity Economics fundamentally subverts the equilibrium assumptions of traditional economics. In a complex system, the economy is not a closed system resting in balance, but an ever-evolving, non-equilibrium process. Key Mental Models The Law of Increasing Returns In the traditional industrial era, returns were usually limited by physical resources (diminishing returns). However, in the digital and complex economy, Network Effects lead to increasing returns. This means the strong get stronger, and the economic system is defined by Path Dependency. Positive Feedback Mechanisms Minute, accidental events can be amplified through positive feedback, eventually determining the market landscape. This explains why certain technologies or products win—not necessarily because they are the “best,” but because they were the first to reach Critical Mass. This theory, developed during Arthur’s time at the Santa Fe Institute (SFI), explains how giants like Microsoft, Google, and Amazon achieve exponential expansion. It marks the definitive shift in investment perspective from Resource Scarcity to Network Enhancement. Implications for Complexity Investing Investors should stop searching for the “perfect” valuation model and instead seek enterprises with Positive Feedback Loops. As these companies grow, they become progressively more powerful; their competitive advantage expands exponentially rather than linearly. The Nature of Technology: The Logic of Combinatorial Evolution Technology is not a cold, static invention but a self-evolving living organism. Arthur points out that all technologies are birthed from the combination of existing technologies. The Logic of Technological Evolution Technology as the “Programming of Phenomena” At its core, technology is the capture and utilization of natural phenomena. By “programming” these phenomena and orchestrating them together, we form complex systems. Combinatorial Evolution New technologies are created by combining existing ones, much like genetic recombination in biological evolution. This implies that technological breakthroughs are exponential because the library of “building blocks” (foundational components) is constantly expanding. Investment Perspective

Mitchell Waldrop Around 2005, through circles of academic economists sharing the works of Dingding Wang and others discussing the complexity research of the Santa Fe Institute (SFI), I encountered Mitchell Waldrop’s book, Complexity: The Emerging Science at the Edge of Order and Chaos. It was then that I began to enter a new realm—viewing the world through the lens of biological evolution. My acquaintance with complexity started early, but it remained a hazy and superficial awareness that did not initially translate into investment benefits. It wasn’t until January 2025, when I read James Anderson’s article Growth or Graham, published after his departure from Baillie Gifford, that I began to truly grasp the integration of complexity and investing:

Poor Charlie’s Almanack Peter Kaufman Latticework: The New Investing Robert Hagstrom Investing: The Last Liberal Art Robert Hagstrom Seeking Wisdom From Darwin to Munger Peter Bevelin Tao of Charlie Munger David Clark Tren Griffin stock picking as a subdivision of the art of achieving worldly wisdom. You don’t have to be brilliant, only a little bit wiser than the other guys, on average, for a long, long time.

Concept 1: Compound Interest — “The Snowball Effect” Opening for Kids: “Imagine you have a tiny snowball in your hands. If you roll it once in the snow, it gets a little bigger. But if you keep rolling it and never stop, it eventually becomes bigger than you! Compounding is the ‘magic’ that makes things grow automatically.” 1. How does it work? Normal addition is: $1 + 1 + 1 = 3$. Compounding is: The money you earn helps you earn even more money.

**Warren Buffett

Uncertainty, Evolution and Economic Theory

**《自私的基因 》理查德道金斯 （Richard Dawkins, The Selfish Gene）

Here is the translation of the core concepts of Rudolf Carnap from the perspective of an Introduction to the Philosophy of Science, structured to fit your intellectual latticework of logic, complexity, and systems. Rudolf Carnap: The Logic of Science and the Structure of Knowledge Title: “Rudolf Carnap: Logical Empiricism and the Formalization of Science” Date: 2014-01-01 Keywords: [Logical Positivism, Verificationism, Protocol Sentences, Induction, Probability, Theoretical Terms, Unified Science] Draft: false

Risk, Uncertainthy and Profit

The Nature of the Firm, 1937 Transaction Costs: Coase discovered that using the market mechanism is not free. There are costs involved in searching for information, negotiating, contracting, and monitoring. When these “transaction costs” are higher than the cost of managing the same activity internally, a firm is born. The Boundaries of the Firm: A firm will expand until the costs of organizing an extra transaction within the firm become equal to the costs of carrying out the same transaction by means of an exchange on the open market. The Problem of Social Cost, 1960 Reciprocal Nature of Harm: Coase argued that externalities (like pollution) are reciprocal. A factory polluting a neighborhood harms the residents, but stopping the factory harms the production of the firm. The Importance of Institutions: In the real world, transaction costs are never zero. Therefore, institutional arrangements (who owns what rights) determine economic efficiency. The Complexity Lens: The prosperity of a society depends not just on the emergence of talent, but on whether its institutional structure can minimize transaction costs to allow synergy to emerge naturally.

Motto: “The difficulty lies not so much in developing new ideas as in escaping from old ones.” — John Maynard Keynes On Investment & Complexity “The ability to perceive differences is a personal skill, yet difference itself is not the key to understanding things, nor is it particularly meaningful.” “The core of investing lies in finding companies characterized by ’extreme and compounding success.’ The temptation to seek tiny opportunities in mediocre companies for short-term gains is a permanent one. This temptation must be resisted. It requires conviction.” — James Anderson “I confess to finding the Margin of Potential Upside more alluring than the classic Margin of Safety.” “The art of investment is the discipline of inaction in the absence of a good opportunity, but aggressive action when one is identified.” — Li Lu “Brilliance is the ability to simplify a mass amount of information into a simple yes/no decision.” — Warren Buffett “Entrepreneurial success is often based on low-probability events, but investor success must be based on high-probability events.” “The big money is not in the buying and selling, but in the waiting.” — Charlie Munger “Volatility is the friend of a long-term investor.” “Making money is a Skill. Maintaining money is a Discipline. Multiplying money is an Art.” “If you’re thinking without writing, you only think you’re thinking.” — Leslie Lamport On Life, Time & Experience “Humans essentially have only experiences, not age. Age is a hollow concept of time with no inherent value. The essence of life is to experience, feel, and try; these come from cognition, ambition, courage, and action.” “The strong do not linger on the wrong people or things. Once they recognize the situation, they admit defeat, pay the bill, and leave immediately. No complaining, no entanglements, no explanations. Protect your energy.” “90% of things in life don’t require you to win; they only require you to get out. Many fail because they refuse to disengage.” “When meeting on a narrow path, the one with the more precious life steps back first. Your future is more important than winning a petty squabble. Avoiding traps unrelated to your destination is the wisdom a traveler must have.” “Life will deal you some unfair and terrible blows; you must use them constructively.” — Charlie Munger “A person’s true progress = long periods of stagnation + a sudden outburst.” “The greatest end of life is not knowledge, but action.” — Sam Altman “Real progress = a long period of stagnation + a sudden outburst.” “Fate has three turning points: the family of origin, the spouse, and the awakened self.” — Kazuo Inamori On Discipline & Habits “Discipline can fix 80% of your problems.” “The highest return on investment in life: Cultivating an output-oriented hobby.” “Just make it exist first, you can make it good later.” “Consistency = Success.” “Your goals mean nothing if your habits stay the same.” “Discipline is nothing but self-respect at the highest level.” “The Rule of 100: If you spend 100 hours a year in any discipline (18 minutes a day), you’ll be better than 95% of the world in that discipline.” On Systems & Societies “A bad system will beat a good person every time.” — W. Edwards Deming “The most sophisticated invention of tyranny is to make victims believe they are participating in a great cause.” — Joseph Brodsky “The progress of civilization is measured by the number of operations we can perform without thinking about them.” — Alfred North Whitehead “In America and Japan, President and Prime Minister are high-risk professions; in China, primary school students are a high-risk group (except for one person).” “The only defensible hierarchy is competence.” — Jordan Peterson On Wisdom & Perspective “If you get angry at a donkey, then who is the donkey?” (If you get furious because of an idiot, the idiot is you.) “Rather than educating idiots, it’s more efficient to take all their money.” “Intuition is Knowledge Distillation.” “What you see is a perspective, not the truth; what you hear is an opinion, not the fact.” — Marcus Aurelius “The smartest people are all self-taught, even if they went to school.” — Naval Ravikant “Thinking is difficult, that’s why most people judge.” — Carl Jung “Money talks, but wealth whispers.” “Authenticity + Systems + Leverage = Freedom.” The Quick List Success: 5% strategy, 95% execution. The Three Ways to Go Broke: Liquor, ladies, and leverage. The Definition of Excellence: Functioning with utmost ease at your best. The Secret to Love: Realizing it might be lost. The Essence of Art: Accepting that life doesn’t make sense. Next Step: Would you like me to organize these quotes into specific sub-sections (e.g., The Munger Files, Complexity Systems, or The Baillie Gifford Latticework) for your Wiki?

Business quality business great business outstanding business goods product commodity service scarcity Scarifice price price competition system of property rights private property rights Alchian oncesaid diasdcenai hclProperty Competition Scarcity Core Principles of Scientific Methodology In the realm of Empirical Science, the goal is to develop a Theory of Knowledge that explains the world around us through a rigorous marriage of Logic and observation. To ensure a theory is scientifically meaningful, it must move beyond mere description and survive the gauntlet of validation.