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Limin Ge

Founder-led product studio building AI-native tools, games, and experiments you can try instantly.

© Copyright 2026 Limin Ge. All Rights Reserved.

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Blogs

Launch notes, experiments, and studio updates

Essays and Notes

Launch notes, experiments, and standalone writing.

Cover Image for What a Judgment Support Tool Actually Looks Like
May 6, 2026

What a Judgment Support Tool Actually Looks Like

A judgment support tool has one job: make your current intention the easiest thing to act on. Here's what that means — and what it rules out.

Cover Image for Your Attention Isn't Being Stolen. It's Being Engineered Away.
May 5, 2026

Your Attention Isn't Being Stolen. It's Being Engineered Away.

Platforms aren't stealing your attention. They're consuming it structurally — and willpower isn't a defense against structural problems.

Cover Image for The Stronger AI Gets, the More Your Judgment Matters
May 4, 2026

The Stronger AI Gets, the More Your Judgment Matters

As AI gets better at execution, the bottleneck shifts entirely to judgment. And we're building almost nothing to protect it.

Cover Image for The Third Category of Productivity Tool Nobody Has Built
May 3, 2026

The Third Category of Productivity Tool Nobody Has Built

We have tools for doing things and tools for blocking things. The third category — judgment support — barely exists. Here's what it would actually look like.

Cover Image for Why Your Plans Keep Failing (It's Not You)
May 2, 2026

Why Your Plans Keep Failing (It's Not You)

The problem isn't your system. It's what your system does when reality hits it — and why that turns judgment failures into personal ones.

Cover Image for Productivity Tools Have Been Lying to You
May 1, 2026

Productivity Tools Have Been Lying to You

Every productivity tool shares a hidden assumption: you already know what to do. That assumption might be what's making your perfectly organized task list feel hollow.

Cover Image for AI-Native Engineering: 11 Hard Truths for 2025
Dec 4, 2025

AI-Native Engineering: 11 Hard Truths for 2025

A founder note on building AI-native organizations and systems.

Cover Image for Part Five: Crossing "The Great Mismatch Era"—The Difficult Road and Strategic Map to Future Prosperity
Sep 13, 2025

Part Five: Crossing "The Great Mismatch Era"—The Difficult Road and Strategic Map to Future Prosperity

This is the fifth and final article in our series, "From Rural Towns to the future of Humanity: A Thought Experiment on an Economic Model." Thank you for following along.

Cover Image for Part Four: The Binary Future of Efficiency and Experience—A Quantitative Projection of the Next Socio-Economic Model
Sep 12, 2025

Part Four: The Binary Future of Efficiency and Experience—A Quantitative Projection of the Next Socio-Economic Model

This is the fourth article in our series, "From Rural Towns to the Future of Humanity: A Thought Experiment on an Economic Model." Please stay tuned for subsequent articles.

Cover Image for Part Three: From the Metropolis to the Planet—A Picture of the Global Division of Labor Under a Single Framework
Sep 11, 2025

Part Three: From the Metropolis to the Planet—A Picture of the Global Division of Labor Under a Single Framework

This is the third article in our series, "From Rural Towns to the Future of Humanity: A Thought Experiment on an Economic Model." Please stay tuned for subsequent articles.

Cover Image for Part Two: One Key to Unlock Every Lock—Understanding Global Wealth Disparity Through the "Tradable/Non-tradable" Framework
Sep 10, 2025

Part Two: One Key to Unlock Every Lock—Understanding Global Wealth Disparity Through the "Tradable/Non-tradable" Framework

This is the second article in our series, "From Rural Towns to the Future of Humanity: A Thought Experiment on an Economic Model." Please stay tuned for subsequent articles.

Cover Image for Part One: The Pulse of a Small Town—Deconstructing the Survival Principles of America's Local Economies
Sep 9, 2025

Part One: The Pulse of a Small Town—Deconstructing the Survival Principles of America's Local Economies

This is the first article in our series, "From Rural Towns to the Future of Humanity: A Thought Experiment on an Economic Model." Please stay tuned for subsequent articles.

Cover Image for Farewell SaaS, Embrace the Agent: A 10,000-Word Deep Dive into the Rise of the "Results Economy" and the Future of Human Civilization
Sep 7, 2025

Farewell SaaS, Embrace the Agent: A 10,000-Word Deep Dive into the Rise of the "Results Economy" and the Future of Human Civilization

The origin of this article was a continuously deepening dialogue between myself and an AI. It began with a technical question about the future business models of software, yet l...

Cover Image for The Hidden Scaling Laws of Startup Engineering: What I Learned Building 50K Lines of Code in 2 Months
May 8, 2025

The Hidden Scaling Laws of Startup Engineering: What I Learned Building 50K Lines of Code in 2 Months

How doubling your codebase creates completely different engineering challenges - and why most teams aren't prepared for the transitions.

AI-Native Engineering Manifesto

The 13-chapter sequence collected in one place.

Cover Image for Chapter 1: AI Statelessness and Context Window
Dec 4, 2025

Chapter 1: AI Statelessness and Context Window

Understanding AI hinges on understanding its statelessness. Your codebase should shed all procedural and historical baggage so that any reader—every AI session—needs zero historical context to operate...

Cover Image for Chapter 2: Test–Code Loop—Why Test Code Is More Important Than Functional Code
Dec 4, 2025

Chapter 2: Test–Code Loop—Why Test Code Is More Important Than Functional Code

You must spend a lot of time—more than 50%—writing testing code.

Cover Image for Chapter 3: Debugging—Finding Bugs with AI in Deep Waters
Dec 4, 2025

Chapter 3: Debugging—Finding Bugs with AI in Deep Waters

Today's AI programming is programming in uncertainty, in chaos, in confusion.

Cover Image for Chapter 4: Tools and Context Selection—Why AI IDEs Sell "Context Selection Capability"
Dec 4, 2025

Chapter 4: Tools and Context Selection—Why AI IDEs Sell "Context Selection Capability"

AI IDEs or AI Agents sell two things: Context selection capability, and best practice generalization capability.

Cover Image for Chapter 5: AI-Native Workflows—Plan–Act, Test–Code, Doc–Code–Doc
Dec 4, 2025

Chapter 5: AI-Native Workflows—Plan–Act, Test–Code, Doc–Code–Doc

Plan–Act, Test–Code, Doc–Code–Doc are the new operating system of engineering.

Cover Image for Chapter 6: From Vertical to Horizontal Complexity
Dec 4, 2025

Chapter 6: From Vertical to Horizontal Complexity

We should transform software complexity from vertical to horizontal... by increasing the diversity of paths, we can reduce the depth of any single path.

Cover Image for Chapter 7: Human-in-the-Loop and Onboarding
Dec 4, 2025

Chapter 7: Human-in-the-Loop and Onboarding

AI cannot solve all problems. AI cannot solve the first mile and the last mile. This is essentially a human problem.

Cover Image for Chapter 8: Choosing AI-Compatible Technology Stacks
Dec 4, 2025

Chapter 8: Choosing AI-Compatible Technology Stacks

Very new technology stacks are hard for AI to master, because training data is too limited... The word 'compatibility' gains a new meaning in this context.

Cover Image for Chapter 9: Five Levels of AI Coding and the User Story Driven Endgame
Dec 4, 2025

Chapter 9: Five Levels of AI Coding and the User Story Driven Endgame

Vibe Coding only describes a very primitive stage. The endgame should be user-story-driven development.

Cover Image for Chapter 10: The Structural Advantages of AI-Native Small Teams
Dec 4, 2025

Chapter 10: The Structural Advantages of AI-Native Small Teams

The era when small teams can win... We have no burden, we can completely revolutionize productivity in all our links as much as possible.

Cover Image for Chapter 11: Conventions and Development Standards—Let AI Dance in Chains
Dec 4, 2025

Chapter 11: Conventions and Development Standards—Let AI Dance in Chains

The importance of Convention and development standards for AI-Native teams will only be higher, because they are the best tools to slow entropy increase. At the start of a project, we should design as...

Cover Image for Chapter 12: Token as a Quantitative Measure of Project Scale
Dec 4, 2025

Chapter 12: Token as a Quantitative Measure of Project Scale

Token is a metric that can quantify the information volume contained in a project. The total number of tokens needed to encode all assets of a project is a measure of its scale.

Cover Image for Chapter 13: Meeting Recording→PRD→TDD→Code—AI-Native Team's Knowledge Workflow
Dec 4, 2025

Chapter 13: Meeting Recording→PRD→TDD→Code—AI-Native Team's Knowledge Workflow

A more radical vision to try when we have enough funding and people: Record all meetings → generate subtitles/transcripts → generate PRDs → generate TDDs → generate code drafts.