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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)
Prompt to Product

Social Media & Build In Public

Premium

Build openly, establish trust, acquire users

Social Media & Build In Public

Last chapter covered "passive promotion" through backlinks and directory submissions. This chapter covers another promotion approach: actively speaking on social media, building personal brand through Build In Public, turning followers into first users.

Why Speak on Social Media

Indie developers' biggest disadvantage is no marketing budget. You can't afford ads or PR firms. But social media is free, and it has an advantage traditional marketing can't match: people trust people more than companies.

Personal Brand vs Company BrandCompany Brand"Our product is great"User: Another ad...Abstract, distant, untrustworthyPersonal Brand"I stayed up building this feature"User: This person is interestingReal, warm, worth following

When you share the development process as an individual, people feel they're following a real person, not a cold company. This connection is more effective than any ad.

And social media's spread is exponential. One good post might get shared hundreds of times, reaching tens of thousands. If you bought this exposure with ads, might cost thousands of dollars.

What Is Build In Public

Build In Public is openly sharing the product development process. You share problems encountered, decisions made, progress achieved-letting others see how the product was built step by step.

This isn't simply posting ads saying "my product launched, come use it". It's sharing real process: solved a bug today, user gave new requirement feedback, revenue hit a milestone, tried a marketing method that failed.

Build In Public Core LogicShare Process OpenlyProgress, challenges, dataReal, unpolishedBuild Trust ConnectionPeople follow youNot just the productConvert to UsersFollowers becomepaying customersAlso get: feedback, advice, early users, potential investors, partnershipsBuild In Public is free with compounding returns

Why does this work-> Because people love stories. An indie developer building a product from scratch, encountering difficulties, solving problems, achieving small wins-this is a resonant story. People cheer for the protagonist; when product launches, they naturally support it.

Another benefit is getting feedback. When you openly share development, experienced people might point out your problems, potential users might tell you what they really need. This feedback helps you avoid detours before product completion.

Choose Platform: Start with One

Many social media platforms, but limited energy. Recommend picking one platform to go deep first-don't spread thin.

Twitter/X is the most active platform for indie developers. Under #buildinpublic, #indiehackers hashtags are lots of entrepreneurs sharing. This circle is friendly to indie devs-your target users might be here.

Platform Selection MatrixTwitter / XIndie dev first choiceTech circle activeFast spreadEnglish users mainlyFor: Global productsDev tools, SaaSLinkedInProfessional crowdLong-form works wellB2B effectiveProfessional image keyFor: Enterprise productsProductivity, servicesReddit / HNHigh-quality usersHate self-promotionValue-first approachBe community memberFor: Technical productsDeep-tech, open source

If you're doing B2B products, LinkedIn might be more suitable. Users here are more professional; long-form content performs better than short. Sharing industry insights and work experience often works well.

If targeting domestic users, Xiaohongshu (RED) and Jike are two platforms worth trying. Xiaohongshu has lots of tool sharing and tutorial content. Jike has an active indie developer community-posting in the #indie-developer topic reaches target audience.

Reddit and Hacker News are also worth noting. High user quality but extremely sensitive to self-promotion. On these platforms, you need to first become a community member, consistently provide value, only occasionally mention your product.

What Content to Post

Don't know what to post-> This is many people's confusion. Actually just remember one principle: share authentically.

Progress updates are the most common content. What feature you worked on today, what bug you fixed, what technical problem you solved. Doesn't need to be big progress every day-small progress is worth sharing too. "Day 7: Finally got user login working"-this content looks simple but shows followers you're constantly working.

Data sharing is particularly attractive. Visitor count, signups, revenue-people love seeing these. Transparently sharing data makes you seem genuine and trustworthy. "This week: 1234 visitors, 89 signups, $127 revenue"-these posts usually have high engagement.

Lessons learned is high-value content. Mistakes you made, detours you took-warnings for others. "I thought users wanted X, turns out they only needed Y"-these posts are educational and resonate.

Asking for feedback is also content. Wrestling with a decision-> Post and ask everyone. What price to set, how to design a feature, which logo to pick-posting these not only gets valuable suggestions but makes followers feel involved with your product.

Content Types & Impact📊 Data SharingRevenue, user countGrowth curvesEngagement: HighPeople love real data💡 Lessons LearnedFailure storiesPitfall guidesValue: HighActionable most popular🔄 Progress UpdatesDaily/weekly progressFeature devFrequency: HighFoundation of activity❓ Ask FeedbackPricing, designFeature choicesParticipation: HighUsers love being asked

One type of content to post sparingly: pure ads. "My product launched, come use it"-posting occasionally is fine, but daily and followers will flee. Build In Public's essence is sharing process, not pushing results.

Key to Growth: Consistency

Most important for social media growth isn't technique-it's consistency.

One post daily for three months works much better than ten posts in one week then disappearing. Algorithms favor consistently active accounts; followers need to see you consistently to remember you.

Starting with few followers can be frustrating. Post with no likes, no comments-feels like talking to air. This is normal. All big accounts went through this stage.

A practical goal: first commit to posting 100 times, regardless of whether anyone sees. Evaluate after 100. Many people give up at 20, so they never know what continuing would bring.

Interaction Matters More Than Posting

Just posting isn't enough-interact with others too.

Replying to comments is the most basic. Someone takes time to comment on your post-must reply. Even just "thanks" is better than ignoring. These interactions make followers feel you're a real person who cares about them.

Proactively commenting on others' posts is also important. Find accounts related to your field, see what they post, leave insightful comments. Not perfunctory "well written" but genuinely valuable additions or questions. These comments make others notice you and check your profile.

Participating in discussions is also good. Twitter/X often has hot topic discussions; LinkedIn has various career topics. If you have unique perspectives, joining discussions can get more eyes on you.

Product Launch Social Media Strategy

When you're ready to launch, social media becomes an important promotion channel.

One or two weeks before launch, start warming up. Share product preview screenshots, feature demo videos. Let followers know something's coming-create anticipation.

Launch day, write a carefully prepared post. Introduce what problem the product solves, what's unique, how to start using. Include screenshots or video. Tell people where to try it.

Don't just post once. Launch day you can post several times: morning post announcing launch, noon post sharing early feedback, evening post thanking supporters. Different timezones see different posts.

If also launching on Product Hunt (though we said don't put all hope on PH), can use social media to direct people to your PH page. But careful-don't directly say "go vote"-Product Hunt rules don't allow direct vote solicitation. "Check out our product" is safer.

Days after launch, share launch data and feelings. How many visited, what feedback received, what problems encountered. This follow-up content continues the story and catches those who missed day one.

Common Mistakes

A few common mistakes worth watching.

First: only posting ads. If all your posts are "use my product", "my product launched", "my product updated"-followers feel you're just exploiting them. Ad content shouldn't exceed 20%-the other 80% should be genuinely valuable sharing.

Second: not replying to comments. Someone takes time to comment and you ignore them-that's disrespecting followers. More practically, low reply rate affects algorithm recommendations.

Third: giving up too early. First 1000 followers is hardest. Many feel "not working" at a few hundred followers and quit. Real growth often starts after you've persisted six months.

Fourth: chasing viral content. Always thinking about posting one hit piece going viral overnight. This mindset makes you neglect consistent quality output. Occasional virality is luck-consistent high-quality output is ability.


Next chapter covers pitfall guide-mistakes I've made that you can avoid.

The 80/20 Principle

Do less, get more-leverage thinking for one-person companies

Cold Start 100 Users

Next

Table of Contents

Social Media & Build In Public
Why Speak on Social Media
What Is Build In Public
Choose Platform: Start with One
What Content to Post
Key to Growth: Consistency
Interaction Matters More Than Posting
Product Launch Social Media Strategy
Common Mistakes