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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

Solo Founder Mindset

Shifting from employee thinking to creator thinking

Solo Founder Mindset

Before building anything, tune your mindset. This matters more than any tool.

A cold splash first

Entrepreneurship is heavily romanticized.

Steven Bartlett once said on his podcast: the truth of building a company is boring repetitive work, stress that continues on holidays, triple the hours of a day job, and a 90% failure rate. One survey found 87.7% of founders face mental health issues, family time almost disappears, and success just brings bigger problems.

There's a top post in Reddit's r/solopreneur: in 2024 the author's agency was thriving with 25 employees, big contracts, and great vibes. Then it collapsed. They lost a big German client, burned $10k on failed hiring, then their biggest client's office literally caught fire. By July 2025 the company was effectively dead, the founder was living on $100 a week, spamming Upwork but couldn't land gigs with zero history.

That's the other side of "being your own boss."

Why start here-> Because if you enter with the fantasy of "build an app, get rich in your sleep," disappointment comes fast. A solo company isn't the easy path; it's just a different path.

But AI changed the game

Now you can use AI to build an entire business alone. Idea -> product -> launch -> marketing, no team required.

Doing a product solo was always possible but hard. You had to design, code, write copy, and market. Each skill took years. Now AI can sketch prototypes, write code, generate copy, and make videos. You no longer need 18 hard skills; you need one: clearly expressing what's in your head.

This is the first truly feasible era for one-person companies.

Two mindsets

Employee thinking: wait for tasks, ship only when "perfect," fear mistakes, learn then do, think "that's not my job."

Creator thinking: define the problem yourself, ship then iterate, embrace fast mistakes, learn while doing, think "this is my product."

Neither is morally right or wrong. In a big company, employee thinking can serve you well. For a solo company, you need creator thinking. No one will tell you what to do-because there is no one else. You're the decision maker, executor, QA, and support, all in one.

That sounds tiring, but flip it: every decision is yours, and so is every dollar. No middle layers taking a cut, no approvals, no "this goes in next quarter's roadmap." You want to add a feature tonight-> You can ship it tonight.

You are the translator

How the build chain changesOld model👤User need->📋PM->👨💻Developer->🖥Productx Two translations lose infoAI era💡Your idea->🧠You + AI->🚀Productv Idea goes straight to product

Old chain: user needs -> PM -> developer -> machine. The PM translates user needs into specs; devs translate specs into code. Two translators, two chances to drop info. User says "I want a faster horse," PM writes "needs transport," dev ships a bike.

New chain: your idea -> you -> AI -> product.

You tell AI, "I need a feature for users to upload images and auto-generate descriptions," and it builds it. If the output feels off, "Make the description under 50 words," and it adjusts. From idea to implementation with no humans in between.

That means you must think like a PM. Who is the user-> What's the pain-> How do you prioritize features-> No one will think for you now. The upside: your intent doesn't get distorted. What's in your head is what gets built.

Leveling up your role

Role shift: executor to managerBefore👷Executor: head down->Now👨💼Project lead: define + review

With AI, your role changes.

Before, you might have been an executor: wait for tasks, then grind. Now you're a project lead: define tasks, let AI execute, you review. Simple to say, hard to internalize. Many people are used to being assigned work; when asked to assign themselves work, they freeze.

Another subtle shift: "fast typing" isn't the badge anymore. AI can spit out hundreds of lines in seconds. What's valuable is "sharp review." Can you spot issues-> Security holes-> Performance bottlenecks-> Is the architecture sound->

Remember those productivity examples: Ramp runs at 1,200 people with ~$830k per capita; Cursor hit $100M ARR with a 12-person core team, using their own AI tool to write their code. High leverage isn't about layoffs; it's about moving humans off 996-style busywork onto high-value thinking. Using AI isn't to make yourself cheaper; it's to make yourself more expensive.

Mental blocks vs reality

"I can't code." You don't need to. You need to describe. If you can clearly say what you want, AI can implement. Coding has shifted from skill to communication.

"I have no budget." One-person startup costs-> AI tools: tens of dollars a month. Domain: a few bucks a year. Hosting: free tiers. Total maybe under $100. No office, no hires, no hardware-just a laptop and internet.

"I don't have time." You don't need to quit. Two hours a day for three months is enough for an MVP. Many successful indie products were built after work. It's not about how much time; it's whether you keep showing up.

"Someone already built it." Same need, different angles. After Notion came Obsidian, Roam, Logseq-each with its own tribe. Markets are rarely winner-take-all. Find a niche, serve them well, survive.

"What if I fail->" Worst case: lose a few hundred dollars and a few months. But the skill stays: you learned to ship with AI. That doesn't disappear. Next time you'll be faster and better.

Why the first dollar matters

Many get stuck before the first sale. Not because it's hard, but because of head trash: "Will anyone pay->" "Is this worth money->" "Am I charging too much->"

These are normal-but off-base.

People pay for value. If you solve a real problem, someone will pay. You're not begging; you're exchanging value. Pricing is strategy, not morality. Whether it's $10 or $100 depends on the problem's value, not your feelings.

When I launched sorasy.com, I had the same doubts. On November 12, when $79 arrived, they vanished. Someone paid for what I made. That feels nothing like a salary. Salary is given; this money is created.

The amount doesn't matter. It proves the market will pay. Zero to one is hardest; one to one hundred is much easier.

How to start

Set a small goal: "Ship a product in 30 days," not "Build a great company." Big goals paralyze; small goals move you.

Build in public. Share your progress on X/Twitter. Benefits: public commitment (harder to quit after you've said it), feedback (people tell you what's off), and early users (followers may become customers).

Accept "good enough." V1 doesn't need perfection; it just needs to solve the core problem. Many die chasing perfect-adding features, tweaking design, "one more polish"-and never ship. Launch, then iterate. Users will tell you what to add.

Pick a weekend-sized project. Don't start with "the next Notion." Build a small tool that solves one concrete issue. Examples: convert Markdown to PDF, organize bookmarks, auto-generate social media images. Small projects let you walk the full 0-to-1 path. Once you've done it, you'll know how to approach the next one.


Next chapter: why now is the best time for indie hackers. How AI changed the landscape and why "wrapping" AI isn't a dirty word.

Why AI Programming

The most direct landing zone for AI agents and a new era where barriers vanish

Indie Hacker Tailwinds in the AI Era

Why now-> The paradigm shift from SaaS to AIaaS

Table of Contents

Solo Founder Mindset
A cold splash first
But AI changed the game
Two mindsets
You are the translator
Leveling up your role
Mental blocks vs reality
Why the first dollar matters
How to start