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Prompt to Product

Part 1: Foundation

What is Vibe CodingWhy AI ProgrammingSolo Founder MindsetIndie Hacker Tailwinds in the AI Era

Part 2: Discovery

Google Trends Demand MiningNew-Word StrategyLong-Tail Mining & One-Keyword-One-SiteReddit/X Pain-Point MiningProduct Hunt Competitive ResearchMVP Definition & Boundaries

Part 3: Tooling

Tool SelectionMCP Complete GuidePlaywright Browser AutomationAI Coding Practical Tips

Part 4: Methodology

From Vibe Coding to Spec CodingOpenSpec Hands-on GuideMBRY Prompt FrameworkAI Is Not a Chat Box

Part 5: Prompts

Prompt ArsenalComplete AI Coding Rules Guide

Part 6: Launch

Budget-Friendly Tech StackOn-Page SEO BasicsLink Building & Directory Submission

Part 7: Monetization

Stripe & International PaymentsPricing StrategyThe 80/20 Principle

Part 8: Marketing

Social Media & Build In PublicCold Start 100 UsersEmail List Newsletter

Part 9: Pitfalls

Anti-Patterns Guide
AI Self-Growth System

Part 0: The Laboratory

The Laboratory: Environment Setup

Part 1: Mindset - Understanding Compound Growth

What Is an AI Self-Growth SystemLinear vs Compounding GrowthFlywheel Effect ExplainedMaxwell's Demon Philosophy

Part 2: Engine - Four Core Modules

Content FactoryAutomated DistributionData Monitoring SystemFeedback Loop: System Self-Evolution

Part 3: SEO Factory - Traffic Compounding

pSEO Basics and PrinciplesKeyword Matrix DesignDrip Release StrategyJust-in-Time Release (JIT)Internal Linking AutomationSite Matrix and Fingerprint Isolation

Part 4: Social Leverage - Interception and Downscaling

Social Listening SystemHot Topic TransformerAuto-Reply InterceptorContent Format Arbitrage

Part 5: Viral Growth - User-Powered Distribution

Viral Product DesignShareable Result PatternLow-Friction Conversion DesignGamified Sharing Mechanism

Part 6: Knowledge Arbitrage - Becoming the Authority

Information Gap ArbitrageAggregation as a ServiceTrend Prediction EngineData Moat

Part 7: Portfolio Strategy - Scaling Systems

Portfolio StrategyUnified PassportCross-Promotion EngineAsset Reuse Engine

Part 8: Automation Endgame

Automation EndgameMonetization StackBuild to SellNext S-Curve

Part 9: Case Studies

Case Study: SEO Factory in PracticeCase Study: Viral Tool in PracticeCase Study: Matrix in Practice

Part 10: Human Advantage

Human AdvantageDark ForestFinal Manifesto
Counterintuitive Facts反直觉事实:终极选题规划 (No.068-100)

Writing Protocol

Canonical PromptArticle Template

Sample Articles

Counterintuitive Facts (1): How Do You Prove You're Not a Brain That Just Popped Into Existence From the Void?Counterintuitive Facts (2): Why Are All the 'Good Ones' Never on the Market?Counterintuitive Facts (3): Rules You Don't Understand Were Often Paid for in CorpsesCounterintuitive Facts (4): Why Do Elites Who Advocate 'Open Marriage' Stay Faithful Themselves?Counterintuitive Facts (5): Your Anger Is a Parasite Reproducing in Someone Else's BrainCounterintuitive Facts (6): Why Do You Prefer Fake Things? Because Real Things Aren't Stimulating Enough AnymoreCounterintuitive Facts (7): Why Does a Gazelle Stop to Jump Up and Down When It Sees a Lion, Instead of Running?Counterintuitive Facts (8): Most of Humanity's Greatest Achievements Are Evolutionary 'Waste'Counterintuitive Facts (9): 'For the Good of the Group' Is the World's Biggest LieCounterintuitive Facts (10): You're Sitting in an Office, But Your Body Thinks You're Fleeing FamineCounterintuitive Facts (11): Why Is the Most Rational Strategy at the Negotiating Table to Make Your Opponent Think You're Insane?Counterintuitive Facts (12): Why Would a Group of Smart, Good People Collectively Walk Into Disaster?Counterintuitive Facts (13): 'Everyone Knows' and 'Everyone Knows That Everyone Knows' Are Completely Different ThingsCounterintuitive Facts (14): How Did Kindness Survive in This Cold Universe?Counterintuitive Facts (15): Why Is Everyone Richer But More Anxious?Counterintuitive Facts (16): The Most Effective Threat Is a One Time Thing: You Only Get One ChanceCounterintuitive Facts (17): Why Would You Rather Lose Money Yourself Just to Make the Person Who Earned More Suffer?Counterintuitive Facts (18): Why Is More Expensive Waste Paper Worth More?Counterintuitive Facts (19): You Think the Universe Is Perfect Only Because You Haven't Died YetCounterintuitive Facts (20): Stupidity Is More Dangerous Than Evil Because Stupidity Cannot Be RefutedCounterintuitive Facts (21): If He Doesn't Pay for His Mistakes, His Advice Is GarbageCounterintuitive Facts (22): Why Does the Boss Always Promote the Stupidest Person?Counterintuitive Facts (23): Why Do Experts Lead the Persecution of Those Who Tell the Truth?Counterintuitive Facts (24): The Better Things Get, the Closer You Are to DeathCounterintuitive Facts (25): Why Do Dictators Who Ruin Their Countries the Most Often Live the Longest?Counterintuitive Facts (26): Making Money and Creating Wealth Are Completely Different ThingsCounterintuitive Facts (27): Free Things Are Often the Most ExpensiveCounterintuitive Facts (28): Why Do Smart People Also Go Down Dead End Roads?Counterintuitive Facts (29): Even If You're an All Around Genius, You Still Need Someone Who's 'Useless'Counterintuitive Facts (30): Why Is the Seat Next to You Half the Price of Your Ticket?Counterintuitive Facts (31): Why Is Effort Meaningless?Counterintuitive Facts (32): Why Do the Rich Get Richer and the Poor Get Poorer?Counterintuitive Facts (33): Why Does a Group of Smart People Become One Idiot?Counterintuitive Facts (34): Why Does a Consumer's Sneeze Cause a Factory Earthquake?Counterintuitive Facts (35): Why Are Keyboard Letters Arranged Randomly?Counterintuitive Facts (36): The Demon Everyone Is FeedingCounterintuitive Facts (37): Why Does Every Great Organization Eventually Become a Zombie?Counterintuitive Facts (38): The Emperor's New Clothes Happens Around You Every DayCounterintuitive Facts (39): Why Does Zuckerberg Dress Like a Computer Repair Guy?Counterintuitive Facts (40): When You Measure Something, You Destroy ItCounterintuitive Facts (41): How to Turn Lies Into Truth?Counterintuitive Facts (42): You Live in a Map Without TruthCounterintuitive Facts (43): You Have No Idea What You Actually WantCounterintuitive Facts (44): Why You Should Never Trust 'Average Returns'Counterintuitive Facts (45): The Older Something Is, the Less Likely It Is to DieCounterintuitive Facts (46): Why Does Your Room Always Get Messy on Its Own?Counterintuitive Facts (47): The Demon Who Died But Is Still Charging YouCounterintuitive Facts (48): Why Isn't Tomorrow's Sunrise News?
AI Wealth Truth

Chapter 1: The Hidden Physics of Wealth Distribution

AI Wealth Truth (01): Why Wealth Inequality Follows the Second Law of ThermodynamicsAI Wealth Truth (02): Why Can Randomness Create Extreme Inequality?AI Wealth Truth (03): Why 'Fair' Markets Make Inequality WorseAI Wealth Truth (04): Why the ZIP Code You Grow Up In Predicts Your Income Better Than IQAI Wealth Truth (05): Why the Role of Luck Is Systematically Underestimated by 90%AI Wealth Truth (06): Why 'Equal Opportunity' Is Mathematically ImpossibleAI Wealth Truth (07): Why the Poor's 'Irrational' Decisions Can Be the Optimal ChoiceAI Wealth Truth (08): Why the 'Middle Class' Is a Postwar Historical AnomalyAI Wealth Truth (09): Why Economic Growth Has Nothing to Do With Your Wage GrowthAI Wealth Truth (10): Why Technological Progress Makes Ordinary People PoorerAI Wealth Truth (11): Why Trickle-Down Economics Never WorkedAI Wealth Truth (12): Why Inflation Is a Hidden Wealth TransferAI Wealth Truth (13): Why Rising Housing Prices Make Society PoorerAI Wealth Truth (14): Why Financialization Shrinks the Real EconomyAI Wealth Truth (15): Why You Will Never 'Beat the Market'

Chapter 2: How Your Brain Makes You Poor

AI Wealth Truth (16): Why Your Brain Was Not Designed for Personal FinanceAI Wealth Truth (17): Why Higher Prices Can Make You Buy MoreAI Wealth Truth (18): Why Saving Small and Spending Big Is a Nervous-System BugAI Wealth Truth (19): Why You Pay More for FreeAI Wealth Truth (20): Why Losing 1 Hurts 2.5 Times More Than Gaining 1AI Wealth Truth (21): Why You Always Buy at Market Tops and Sell at Market BottomsAI Wealth Truth (22): Why Gut-Level Investment Decisions Can Be BetterAI Wealth Truth (23): Why Experts' Forecasts Can Be Worse Than RandomAI Wealth Truth (24): Why Your Intuition About Low-Probability Events Is Catastrophically WrongAI Wealth Truth (25): Why Sunk Costs Drain Your WealthAI Wealth Truth (26): Why You Overpay for "Optionality"AI Wealth Truth (27): Why Poorer People Are Easier to ScamAI Wealth Truth (28): Why Casinos Are Designed That WayAI Wealth Truth (29): Why Finance Apps All Look the SameAI Wealth Truth (30): Why the "Rational Man" Assumption Is Wrong at the Root

Chapter 3: Engineered Poverty: How Systems Extract You

AI Wealth Truth (31): Why Minimum Payments Are Banks' Most Profitable InventionAI Wealth Truth (32): Why "Interest-Free" Installments Often Mean You Pay 20% MoreAI Wealth Truth (33): Why Insurance Actuaries Live Ten Years Longer Than YouAI Wealth Truth (34): Why "Principal-Protected" Products Guarantee You LoseAI Wealth Truth (35): Why Bank Deposit Rates Are Almost Always Below InflationAI Wealth Truth (36): Why Pension Systems Are Ponzi Schemes Destined for InsolvencyAI Wealth Truth (37): Why Dollar-Cost Averaging Returns Are Often Exaggerated by 10xAI Wealth Truth (38): Why Medical Bankruptcy Is the No.1 Personal Financial KillerAI Wealth Truth (39): Why Higher Education Is Turning Into a High-Stakes BetAI Wealth Truth (40): Why "Buying a Home Is a Must" Is a Constructed IdeaAI Wealth Truth (41): Why Wage Growth Almost Always Lags Housing PricesAI Wealth Truth (42): Why Taxi Licenses Can Be Worth Hundreds of ThousandsAI Wealth Truth (43): Why Metacognition Is the Real Marker of Class StratificationAI Wealth Truth (44): Why Some Cities Keep "Purchase Restrictions" Without Increasing SupplyAI Wealth Truth (45): Why the System Does Not Want You to Understand These Things

Chapter 4: Wealth Black Holes of the Network Era

AI Wealth Truth (46): Why the "Free" Internet Costs You Tens of Thousands of DollarsAI Wealth Truth (47): Why Recommendation Algorithms Make the Poor Poorer and the Rich RicherAI Wealth Truth (48): Why Every "Viral" Hit Has Someone Harvesting ValueAI Wealth Truth (49): Why Live-Stream Shopping Prices Are Not Actually CheapAI Wealth Truth (50): Why "We Don't Sell Your Data" Is the Biggest LieAI Wealth Truth (51): Why "User Growth" Matters More Than ProfitAI Wealth Truth (52): Why Every "Viral Hit" Is Carefully Designed HarvestingAI Wealth Truth (53): Why You Are the One Who Ultimately Pays for Platform "Subsidy Wars"AI Wealth Truth (54): Why "Private Traffic" Is a Bubble About to BurstAI Wealth Truth (55): Why the Crypto Bubble Is Exactly Like the 17th-Century Tulip ManiaAI Wealth Truth (56): Why NFTs Are Not "Digital Ownership" but "Digital Tulips"AI Wealth Truth (57): Why "Metaverse Real Estate" May Be the Most Absurd Speculation in HistoryAI Wealth Truth (58): Why Retail Investors Who Rush Into Every "Tech Revolution" Die FirstAI Wealth Truth (59): Why FOMO Has Been WeaponizedAI Wealth Truth (60): Why "Deep Work" Is Becoming a Class Privilege

Chapter 5: Wealth Redistribution in the AI Era

AI Wealth Truth (61): Why AI Makes "Skills" Less ValuableAI Wealth Truth (62): Why Capital Still Wins in "Human-AI Collaboration"AI Wealth Truth (63): Why the Biggest Asset in the AI Era Is "Attention Sovereignty"AI Wealth Truth (64): Why "Data Labor" Is Not Recognized as LaborAI Wealth Truth (65): Why AI Chips Are Worth More Than AI AlgorithmsAI Wealth Truth (66): Why OpenAI's $7 Trillion Chip Plan Is a Power GameAI Wealth Truth (67): Why "AI Democratization" Is a LieAI Wealth Truth (68): Why AI Makes "Taste" the Last MoatAI Wealth Truth (69): Why "Personal Brand" Matters More Than Companies in the AI EraAI Wealth Truth (70): Why "One-Person Companies" Have an Advantage Over Big CompaniesAI Wealth Truth (71): Why the "Interface Layer" Is Always More Valuable Than the "Implementation Layer"AI Wealth Truth (72): Why AI Makes "Vertical" More Valuable Than "General"AI Wealth Truth (73): Why "Speed" Matters 10x More Than "Perfection" in the AI EraAI Wealth Truth (74): Why Real AI Dividends Mostly Belong to Capital OwnersAI Wealth Truth (75): Why "Technological Unemployment" Is Totally Different This Time

Chapter 6: Game Theory, Information Theory, and Wealth Warfare

AI Wealth Truth (76): Why the "Market for Lemons" Hurts Honest PeopleAI Wealth Truth (77): Why "Signals" Matter More Than "Ability" for Your IncomeAI Wealth Truth (78): Why Interviews Are a Game Where Both Sides LieAI Wealth Truth (79): Why Referrals Are 100x More Effective Than Cold ApplicationsAI Wealth Truth (80): Why the "Anchoring Effect" Is Worth Millions in NegotiationAI Wealth Truth (81): Why "Silence" Is the Strongest Weapon in NegotiationAI Wealth Truth (82): Why the Principal-Agent Problem Lets You Get Extracted in Every RelationshipAI Wealth Truth (83): Why Incentive Compatibility Is the Key to Designing Any SystemAI Wealth Truth (84): Why the Tragedy of the Commons Is Replaying on the InternetAI Wealth Truth (85): Why the Prisoner's Dilemma Explains Most Social ProblemsAI Wealth Truth (86): Why First-Mover Advantage Can Be a CurseAI Wealth Truth (87): Why "Slow Variables" Matter More Than "Fast Variables" for Your FateAI Wealth Truth (88): Why Feedback Delay Makes You Unable to LearnAI Wealth Truth (89): Why Complex Systems Make Experts' Forecasts WorthlessAI Wealth Truth (90): Why Black Swans Are Becoming More Frequent

Chapter 7: Ultimate Cognition: The Philosophy and Nihilism of Wealth

AI Wealth Truth (91): Why You Are Playing a "Finite Game" While the Rich Play an "Infinite Game"AI Wealth Truth (92): Why Money May Be Humanity's Biggest "Consensus Illusion"AI Wealth Truth (93): Why "Economic Growth" May Be a Game Near Its EndAI Wealth Truth (94): Why GDP Growth Did Not Make Humans HappierAI Wealth Truth (95): Why "Success" Might Be a Carefully Designed Social ControlAI Wealth Truth (96): Why the Richer You Are, the More Anxious You Can BecomeAI Wealth Truth (97): Why "Lying Flat" Might Be a Rational ResistanceAI Wealth Truth (98): Why "Meaning" Cannot Be Bought With MoneyAI Wealth Truth (99): Why the Richest People Often Give Away Most of Their WealthAI Wealth Truth (100): If Wealth Is Ultimately Meaningless, Why Pursue It?
X (Twitter)
AI Wealth Truth

AI Wealth Truth (05): Why the Role of Luck Is Systematically Underestimated by 90%

Attribution bias plus survivorship bias: winners attribute luck to ability, and we only see the winners

I. In 2012, two Italian physicists ran a simulation experiment. They created a virtual world with 1,000 people, each with a "talent score". Talent was randomly assigned from a normal distribution. Most people had average talent, and a few had extremely high or extremely low talent. Then they let these virtual people live through 40-year careers.

II. Every six months, each person encountered a random event. If it was a "lucky event" (50% probability), your wealth doubled. If it was an "unlucky event" (50% probability), your wealth was cut in half. The events were unrelated to talent. Pure randomness. Talent mattered only in this way: when a lucky event happened, high-talent people could exploit it better.

III. After 40 years, what happened? The richest people were not the most talented. Their talent was only slightly above average. They became the richest because they had the best luck, hitting more lucky events.

IV. Even more striking: the correlation between talent and final wealth was very weak. Among the most talented group, wealth outcomes were widely dispersed. Some became very rich, but many stayed in the middle, and some ended up poor. Why? Because the variance of luck was so large that it overwhelmed the effect of talent.

V. This simulation is known as the "Talent vs Luck Model". It reveals a brutal fact: In a multiplicative growth system, the role of luck is systematically underestimated. And the role of ability is systematically overestimated.

VI. Why do we underestimate luck? The first reason is attribution bias.

VII. Winners have a strong motive to attribute success to ability. If you admit "I was mostly lucky", your self-esteem takes a hit. You also cannot publicly claim you "deserve" the success. So winners instinctively build a narrative: I worked hard, I had vision, I persisted, I am different. Winners believe this narrative themselves. This is not deception. It is self-protection.

VIII. Psychologists have surveyed lottery winners. Many winners later recall: "I had a feeling I would win." "I chose numbers strategically. Not randomly." They assign a fake sense of "agency" to pure luck. The brain cannot accept the fact: "I had no control at all."

IX. The second reason is survivorship bias.

X. We can only observe the winners. Failures do not write autobiographies, appear on talk shows, or become business school cases. When we study "the secret of success", we study only the successful. In statistics, this is selection bias.

XI. Suppose 1,000 people all start companies using the same method. 990 fail. 10 succeed. We interview the 10 winners and ask: "What is your secret?" They say: "I believed in my product", "I persisted", "I dared to take risks". But the 990 failures also believed, persisted, and took risks. The difference is not the method. It is luck.

XII. Warren Buffett is one of the most successful investors in history. His method is studied and copied by countless people. But few mention this: he was born in America in 1930 and rode a century of rapid U.S. growth. If he had been born in Argentina in 1930, Argentina's stock market fell more than 90% during his investing lifetime. The same "value investing" in Argentina would have bankrupted him. How much of Buffett's success is method, and how much is the luck of birthplace?

XIII. Bill Gates founded Microsoft and became the world's richest man. His story is told endlessly: dropping out, taking risks, technical genius. But few mention this: his mother was friends with an IBM board member. That relationship led IBM to sign the operating system licensing deal that changed history. Without that "luck", there might be no Microsoft today. Ability let Gates seize the opportunity, but the opportunity itself came from networks and luck.

XIV. Spotify founder Daniel Ek was born in Sweden. Sweden has free higher education, strong social safety nets, and high-speed internet infrastructure. He could focus on building a company without fearing that failure would leave him on the street. If he had been born in a country without safety nets, he might not dare to take the risk. Environmental luck is the hidden prerequisite of success.

XV. The third reason is the narrative fallacy.

XVI. The human brain is a story machine. We cannot accept "things just happen randomly." We must assign causality, meaning, and pattern. "He succeeded because he worked hard." That is a good story. "He succeeded mostly because of luck." That is not a good story. We choose good stories, not the truth.

XVII. Nassim Taleb used a metaphor in The Black Swan. Imagine a turkey that gets fed by the farmer every day. From experience it "learns": the farmer is a good person and will feed me every day. It becomes more and more confident in this "law." Until Thanksgiving, when it gets slaughtered. The turkey's "success experience" cannot predict the decisive black swan event.

XVIII. Many winners are like that turkey. Their methods worked in the past, mainly because the environment happened to favor them. They conclude: my method is correct. Until the environment changes and their method suddenly fails. Success experience may be only a fossil of past luck.

XIX. The AI era makes this problem sharper. AI startup success cases are widely promoted. "They used AI to do X, and they succeeded." But we do not see the countless cases that also used AI to do X and failed. Survivorship bias is extremely severe in AI.

XX. And AI's own success contains a large luck component. Why did OpenAI succeed? Partly because they happened to get enough compute at the right time. Happened to recruit key researchers. Happened to choose the Transformer architecture. If any one of these "happened to" did not occur, there might be no GPT today.

XXI. AI amplifies luck. In the traditional world, luck fluctuations are smoothed by time and effort to some extent. In the AI world, a lucky event can be copied and amplified without limit. The first person to build a breakout AI product might take the whole market. Second place might get nothing. The decisive power of luck reaches a historical peak in the AI era.

XXII. What does this mean for you? First, stop blindly imitating winners. The "success secrets" they teach you may just be their misreading of their own luck. Copying their methods will not give you the same luck.

XXIII. Second, stop blaming yourself. If you worked hard but did not succeed, it may not be because you are not smart enough or not hardworking enough. It may simply be that random events did not land on your side. That is not your fault.

XXIV. Third, increase your number of "entries". If success is largely luck, increase your chances of meeting luck. Try more. Place more bets. Do not put all your chips on one road. You cannot control the dice. But you can control how many times you roll.

XXV. The role of luck is systematically underestimated. Not by 10%. Not by 30%. Maybe by 60%, even 90%. Winners will not tell you this truth, because they do not know it themselves. They are blinded by attribution bias. We are blinded by survivorship bias. In the AI era, the weight of luck will only grow. This is not pessimism. It is probability theory.

AI Wealth Truth (04): Why the ZIP Code You Grow Up In Predicts Your Income Better Than IQ

The topology of social networks: the structure around you shapes which opportunities you can reach. IQ is only fine-tuning

AI Wealth Truth (06): Why 'Equal Opportunity' Is Mathematically Impossible

Path dependence plus non-ergodicity: once starting points diverge, even fair rules make outcomes diverge too