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 Self-Growth System

AI Self-Growth System

From Manual to Autopilot - Build Compounding Growth Engines with AI

AI Self-Growth System

From Manual to Autopilot - Build Compounding Growth Engines with AI

AISelf-GrowthContentDistribDataFeedback

41 Chapter Complete Guide

Build AI-driven systems that grow automatically without daily human intervention. Not concepts, but reproducible engineering architectures.

Flywheel EffectCompound GrowthAutomationData Loop
$49 Lifetime Updates

Sound Familiar?

Can build with AI, but starting from scratch every time

Running multiple sites, but growth depends on manual effort

Content dies after posting, no accumulation effect

Want passive income, but system stops when you stop

It's not you. It's the system design. You don't need more "tactics". You need a self-driving growth engine that accelerates over time.

Linear Growth vs Compound Growth

ReturnsTime Linear Growth(Trading time)Compound Growth(Self-growth system)Inflection Point
What Most People Do (Linear)
Write one article = one article's traffic
Post once = one-time exposure
Build one product = one-time revenue
Work a day, get paid for a day. Stop and it's gone.
Self-Growth System (Compound)
Content generates data Data improves content
Old users bring new users New users become old
One site feeds another Matrix synergy
Accelerating. Growing even while you sleep.

What is an "AI Self-Growth System"?

Core Definition

An engineering architecture that achieves traffic and data closed-loop with AI, without daily human intervention.

The system's output feeds back into itself, creating a flywheel effect for compound growth.

Four Core Modules

ModuleResponsibilityCore Technology
Content FactorySupply problempSEO, LLM batch generation, multimodal conversion
Auto-DistributionReach problemGitHub Action drip publishing, social media APIs
Data SensingPerception problemGSC data scraping, trending topic monitoring
Feedback LoopEvolution problemAI auto-adjusts generation strategy based on data

Six Growth Engines

SEO
SEO Factory
Next.js template + pSEO matrix + drip release for massive long-tail coverage
SOC
Social Leverage
Trend monitoring + content conversion + auto-interception
VIR
Viral Tools
Generative results + share hooks = users become distribution nodes
KNOW
Knowledge Arbitrage
Information gap + aggregation + trend prediction to build authority and data moat
PORT
Portfolio Strategy
Combo play + unified passport + cross-promotion so the matrix self-feeds
AUTO
Automation Endgame
Automation SOP + self-healing mechanisms + handoff-ready structure for low-intervention ops

Complete Table of Contents

Part 0: The Laboratory

  • Laboratory: Environment Setup - Build a reusable dev environment

Part 1: Mindset - Understanding Compound Growth

  • What Is AI Self-Growth System - Definition and core traits
  • Linear Growth vs Compound Growth - Why compounding matters
  • Flywheel Effect Explained - Amazon-style growth engine
  • Maxwell's Demon Philosophy - Reduce local entropy in an entropic world

Part 2: Engine - Four Core Modules

  • Content Factory - Solve supply
  • Auto-Distribution - Solve reach
  • Data Sensing System - Solve perception
  • Feedback Loop Mechanism - Solve evolution

Part 3: SEO Factory - Traffic Compounding

  • pSEO Basics and Principles - Programmatic SEO intro
  • Keyword Matrix Design - Long-tail mining and combinations
  • Drip Release Strategy - Scheduled publishing with GitHub Action
  • Just-in-Time Release (JIT) - Same-day generate, validate, commit
  • Internal Linking Automation - Let authority flow between pages
  • Site Matrix and Fingerprint Isolation - Avoid site-network detection

Part 4: Social Leverage - Interception and Downscaling

  • Social Media Listening System - Monitor keywords and pain points
  • Hotspot Content Transformer - Automatic format conversion
  • Auto-Reply Interception - Appear first when questions show up
  • Content Format Arbitrage - Downscale across platforms

Part 5: Viral Growth - User-Powered Distribution

  • Viral Product Design - Product becomes distribution
  • Shareable Result Pattern - Generate personalized poster/card
  • Low-Friction Conversion Design - Experience first, register later
  • Gamification Sharing Mechanism - Share to unlock features

Part 6: Knowledge Arbitrage - Becoming the Authority

  • Information Gap Arbitrage - Answer high-value questions first
  • Aggregation as a Service - Collect, score, summarize, publish
  • Trend Prediction Engine - Early signal capture and validation
  • Data Moat - Data flywheel and moat

Part 7: Portfolio Strategy - Scaling Systems

  • Portfolio Strategy - Batch micro tools and screening
  • Unified Passport - Account system and experience unification
  • Cross-Promotion Engine - Recommendation slots + internal links
  • Asset Reuse Engine - Reuse templates/components/processes

Part 8: Automation Endgame

  • Automation Endgame - Self-healing and low-intervention ops
  • Monetization Stack - Revenue layers and pricing strategy
  • Build to Sell - Handoff-ready and low founder dependency
  • Next S-Curve - New growth sources and stop-loss rules

Part 9: Case Studies

  • Case: SEO Factory - Breakdown with a sample
  • Case: Viral Tool - 48-hour propagation cadence
  • Case: Matrix - Multi-product synergy

Part 10: Human Advantage

  • Human Advantage - Human voice and expression moat
  • Dark Forest - Platform dependence and survival strategy
  • Final Manifesto - 7-day launch action plan

Quick Reading Paths

  • New to the system: 01-04 -> 05-08 -> 09-13
  • Have a product, need traffic: 09-13 -> 14-17 -> 18-21
  • Have traffic, want scale: 26-33 -> 34-36

Key Terms

TermMeaningWhere It Appears
MVSMinimum Viable SystemStart of each chapter
SOPStandard Operating ProcedureStandard Process sections
pSEOProgrammatic SEOPart 3
CACCustomer Acquisition CostPart 8
LTVLifetime ValuePart 8
MRRMonthly Recurring RevenuePart 8 / Case Studies
K-FactorViral coefficientPart 5
SSOSingle Sign-OnPart 7
GSC / GA4Google Search Console / Google Analytics 4Metrics sections

Get Full Access

$49
One-time payment, lifetime updates - Includes all case study code

v 41 chapters of full content

v Practical case study code

v GitHub Action templates

Secure payment - Supports credit card/PayPal

Who Is This For?

Right for you if:
Already building with AI, want to scale
Running multiple sites, growth is manual
Want to build "passive income" systems
Have basic understanding of SEO & automation
Not for you if:
Haven't built your first product yet
Looking for "get rich quick" hacks
Not willing to invest time building systems

Note: If you haven't built your first product, start with Prompt to Product first. This book is the sequel.

Relationship to "Prompt to Product"

Prompt to Product
0 to 1: build your first paid product with AI
Keywords: demand discovery, AI coding, site launch, monetization
AI Self-Growth System
1 to N: make the system run itself and compound
Keywords: automation, flywheel, matrix, scaling

About the Author

S

Jimmy Su

Serial entrepreneur who has built multiple SaaS products using AI.


Practicing the self-growth systems described in this book, with multiple sites achieving automatic traffic growth.

Twitter: @jimmysu08

2025 Jimmy Su. All rights reserved.

Anti-Patterns Guide

Pitfalls I hit and hard lessons from the community

The Laboratory: Environment Setup

Set up your AI self-growth system development environment from scratch

Table of Contents

AI Self-Growth System
Sound Familiar?
It's not you. It's the system design. You don't need more "tactics". You need a self-driving growth engine that accelerates over time.
Linear Growth vs Compound Growth
What is an "AI Self-Growth System"?
Four Core Modules
Six Growth Engines
Complete Table of Contents
Part 0: The Laboratory
Part 1: Mindset - Understanding Compound Growth
Part 2: Engine - Four Core Modules
Part 3: SEO Factory - Traffic Compounding
Part 4: Social Leverage - Interception and Downscaling
Part 5: Viral Growth - User-Powered Distribution
Part 6: Knowledge Arbitrage - Becoming the Authority
Part 7: Portfolio Strategy - Scaling Systems
Part 8: Automation Endgame
Part 9: Case Studies
Part 10: Human Advantage
Quick Reading Paths
Key Terms
Get Full Access
Who Is This For?
Relationship to "Prompt to Product"
About the Author