LogoAI Practice Knowledge Base
LogoAI Practice Knowledge Base
Homepage
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 (27): Why Poorer People Are Easier to Scam

Cognitive load and decision quality: poverty itself consumes cognitive resources and reduces decision quality

I. Poorer people are more likely to fall for scams. Poorer people are more likely to borrow at usurious rates. Poorer people are more likely to buy useless insurance and lottery tickets. These are real patterns. But the reason is not that poorer people are dumber. The reason is that poverty itself reduces decision quality.

II. This is a brutal insight: poverty is not only an outcome. Poverty itself produces more poverty. It becomes a vicious cycle.

III. Psychology finds that cognitive resources are limited. Decision-making, self-control, analysis, planning all draw from the same pool. This pool is often called cognitive bandwidth or mental energy. When it is depleted, you need rest to recover.

IV. What consumes the cognitive bandwidth of the poor?

V. Financial anxiety consumes it. "How do I pay rent next month?" "Where does my kid's tuition come from?" "Can I save a bit more on this meal?" These questions run in the background of the brain nonstop. Even when you are doing other things, the anxiety keeps burning your cognitive resources.

VI. Harvard experiments verified this. Researchers asked both low-income and high-income participants to imagine facing an unexpected expense. For low-income participants, the expense is threatening. Then the researchers tested cognitive ability. After imagining financial stress, low-income participants' cognitive test scores dropped significantly. High-income participants were not affected.

VII. An even more striking finding: Simply thinking about financial pressure can reduce cognitive ability to the level of missing an entire night of sleep. Or roughly a drop of 13 IQ points. Financial stress makes you physically, cognitively, less capable in the moment.

VIII. What does lower cognitive ability lead to?

IX. 1. Worse financial decisions. Usury loan terms are complex. Compound interest is hard to compute. When your bandwidth is occupied, you cannot analyze carefully. You sign, and then you fall into a debt trap. Not because you are not smart enough, but because your smartness is being consumed by poverty.

X. 2. Weaker self-control. Self-control draws from the same pool of cognitive resources. When you worry about money all day, you have less left for self-control. You become more prone to impulse buying, binge eating, quitting exercise. These behaviors then worsen your situation further.

XI. 3. More short-term planning. Planning the future takes cognitive resources. When you are busy handling today's crisis, you cannot plan tomorrow. Poor people are criticized for "only caring about the present". But that is what happens when cognitive resources are drained, not a character flaw.

XII. 4. Easier to be deceived. Spotting scams requires vigilance and analysis. When you are exhausted, anxious, and depleted, you are easier to talk into things. Scammers actively target cognitively vulnerable people.

XIII. How do scammers find poorer victims?

XIV. Timing. Right after payday: you just got money and your guard is down. Right before month-end: you are anxious and attracted to "quick money". Scammers know when you are most vulnerable.

XV. Messaging. "No cost, double your money immediately." "Limited-time opportunity, miss it and it's gone." These scripts target people with low cognitive resources. Someone with spare bandwidth will analyze plausibility. Someone who is depleted will be pulled by temptation. Scams are designed for low bandwidth minds.

XVI. In the AI era, exploitation becomes more precise. AI can analyze your spending patterns, repayment records, and social media sentiment. It knows when you are short on cash and most anxious. Then it shows you payday-loan ads at exactly that time. AI helps scammers find the most fragile prey.

XVII. Legitimate companies exploit the same weakness. Credit card companies know when you are most likely to overdraw. Installment offers arrive when you need money most. Gambling apps push when you feel lowest. Not scams, but the same cognitive weak points are exploited.

XVIII. This creates a vicious cycle:

XIX. Poverty leads to anxiety. Anxiety reduces cognitive bandwidth. Lower bandwidth leads to worse decisions. Worse decisions deepen poverty. More poverty intensifies anxiety. Round and round, deeper and deeper.

XX. How do you break the cycle?

XXI. 1. Reduce the number of decisions. Automate everything that can be automated. Fixed budget allocation. Automatic transfers to savings. Fixed meal plans. Every decision removed saves a bit of cognitive bandwidth.

XXII. 2. Do not make major decisions when anxious. If you are in a financial crisis, do not sign contracts. Wait until emotions settle, then decide. Recognize your low-bandwidth state and avoid deciding in it.

XXIII. 3. Simplify your financial life. Fewer accounts. Fewer subscriptions. Fewer things to track. Complexity consumes cognitive bandwidth. Simplification is an investment.

XXIV. 4. Ask for help. When your bandwidth is not enough, borrow someone else's. Ask a trusted friend to review major decisions. Ask professionals to handle complex matters. Admitting limits is not shame. It is wisdom.

XXV. Being poor is not the same as being stupid. But poverty can make people temporarily less capable at specific moments. This is neuroscience, not moral judgment. Blaming poorer people for "not knowing how to manage money" is both cruel and ineffective.

XXVI. The real solution is: reduce poverty itself. Stable income. A social safety net. These release cognitive bandwidth. Released bandwidth enables better decisions and longer-term planning. The first step to reducing poverty may be reducing anxiety. In the AI era, poor people's cognitive weak points are exploited more precisely. If society provides no protection, this exploitation will intensify. Poor people do not need sermons. They need bandwidth.

AI Wealth Truth (26): Why You Overpay for "Optionality"

Option value bias: we overvalue future flexibility and get harvested by options and installment plans

AI Wealth Truth (28): Why Casinos Are Designed That Way

How environments manipulate decisions: no clocks, abundant oxygen, free alcohol. Every detail is designed to disable your rationality