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Vibe Coding & Mental Models

Tutorials, guides, and deep dives on mental models for AI-assisted development.

30 articles

foundations·intermediate·8 min

150 Hour Reality 20 Minute Prototype Only 5 Percent 2026

150 hour reality 20 minute prototype 5 percent 2026. Four prototype to product gaps and why launching takes 150 hours despite quick prototypes.

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foundations·intermediate·8 min

The 400 Hour Exhaustion Wall AI Coding Becomes QA 2026

The 400 hour exhaustion wall in AI coding 2026. Four exhaustion patterns and what shifts when AI coding becomes QA testing for solo builders.

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foundations·intermediate·7 min

5 Architecture Decisions That Make or Break Your AI Built App

5 architecture decisions that make or break AI built apps. Why each matters and how to make each well at project start to avoid rebuilds.

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foundations·intermediate·8 min

80 Percent Works 20 Percent Kills Anatomy of the Wall 2026

80 percent works 20 percent kills 2026. Four wall patterns and what makes the last 20 percent kill vibe coding projects.

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foundations·intermediate·8 min

AI Wrong 30 to 40 Percent Complex Tasks Work With That 2026

AI wrong 30 to 40 percent complex tasks 2026. Four working patterns and how to be productive with AI despite high error rate on complex work.

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foundations·intermediate·8 min

Architecture for Non Architects Decisions That Matter 2026

Architecture for non architects 2026. Four decision categories and what makes architectural decisions matter long term for AI built projects.

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foundations·intermediate·7 min

Are You Actually Faster With AI Measure Real Productivity

Are you actually faster with AI? Four metric checklist for measuring real productivity vs perceived productivity in vibe coded development.

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foundations·intermediate·8 min

Building Intuition How to Feel When AI Is Wrong 2026

Building intuition feel when AI is wrong 2026. Four intuition signals and how to develop the feel that catches AI mistakes early.

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foundations·intermediate·8 min

Context Window Degradation Why AI Quality Drops 2026

Context window degradation 2026. Four degradation patterns and how to maintain AI quality as projects grow beyond context window limits.

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foundations·intermediate·10 min

The Dark Flow Trap Feeling Productive But Actually Slower

The dark flow trap explained. METR study findings on why AI coding feels faster but measurably is not, and how to escape the productivity illusion.

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foundations·beginner·8 min

Database API Frontend Pieces Before AI Assembles Them

Database API frontend pieces explained for beginners. The three pieces of every web app and what to know before AI assembles them for you.

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foundations·intermediate·8 min

The Experience Premium Why Senior Devs Get 81 Percent Gains

The experience premium in AI coding 2026. Why senior devs get 81 percent gains while juniors get 22 percent and the four drivers behind the gap.

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foundations·beginner·7 min

The One Page System Sketch Design Before AI Builds

One page system sketch tutorial. Four sketch components to design before AI builds and what makes pre-build sketching transformative for project outcomes.

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foundations·intermediate·8 min

Open Source and AI The Maintainer Perspective 2026

Open source AI maintainer perspective 2026. Four maintainer concerns and what AI generated PRs change for open source project maintenance.

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foundations·intermediate·8 min

The Orchestrator Thesis Developers as AI Managers 2026

Orchestrator thesis developers as AI managers 2026. Four orchestration patterns and what the shift from coder to AI manager means for careers.

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foundations·intermediate·8 min

The Program vs Product Gap Localhost Demo Is Not Shippable

Program vs product gap in 2026. Four dimensions distinguishing localhost demos from shippable products, and how to close the gap before launching publicly.

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foundations·beginner·8 min

Read vs Practice What Articles Teach vs Doing 2026

Read vs practice for AI coding 2026. Four learning patterns and what skills require doing rather than reading articles for genuine capability.

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foundations·intermediate·9 min

The Scope Trap Why Just One More Feature Destroys Projects

The scope trap explained. Why adding 'just one more feature' destroys vibe coded projects and the four patterns that protect against feature creep.

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foundations·intermediate·8 min

Speed vs Quality The Vibe Coding Tradeoff Nobody Talks About

Speed vs quality vibe coding tradeoff. Four scenarios where speed wins, four where quality wins, and how to know which you are in.

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foundations·intermediate·8 min

Systems Thinking for Vibe Coders See the Whole Not Parts

Systems thinking for vibe coders in 2026. Four key interactions, why local AI fixes break global behavior, and how to see the whole app together well.

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foundations·intermediate·8 min

Technical Debt Why Your AI Built App Slows Down 2026

Technical debt in AI built apps 2026. Four debt patterns, why AI built apps slow down over time, and the patterns that prevent debt accumulation.

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foundations·intermediate·9 min

Understanding State The Concept That Confuses AI Most

Understanding state in vibe coding 2026. Why state confuses AI coding tools, the four failure patterns, and how to work around state related bugs.

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foundations·beginner·8 min

What Makes Code Good A Non Developer Guide 2026

What makes code good non developer guide 2026. Four quality dimensions and how to recognize good code without writing code yourself.

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foundations·intermediate·9 min

Why 41 Percent of AI Code Gets Reverted Within Two Weeks 2026

Why 41 percent AI code reverted two weeks 2026. Four reversion patterns and what data reveals about AI code stability and review practices.

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foundations·intermediate·8 min

Why AI Hallucinates APIs and Libraries and How to Fix 2026

Why AI hallucinates APIs libraries 2026. Four hallucination patterns and prevention approaches that work for AI generated code reliability.

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foundations·beginner·8 min

Why AI Makes Changes You Did Not Ask For and How to Stop 2026

Why AI makes changes you did not ask for 2026. Four scope creep patterns and how to constrain AI to requested changes only for predictable AI work.

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foundations·intermediate·8 min

Why AI Writes Code That Works But Is Not Actually Good

Why AI writes code that works but is not good in 2026. Four quality dimensions, the gap between running and good, and how to close it with smart prompts.

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foundations·intermediate·8 min

Dead End Architectures and How AI Paints You Into a Corner

Dead end architectures are the structural traps AI generates by default. Learn the four most common ones and the early signals that warn before a rewrite.

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foundations·intermediate·8 min

Cumulative Code Rot in AI Built Projects and How to Stop It

Cumulative code rot is the silent killer of AI-built projects. Learn why the decay is structural and the small habits that prevent the worst outcomes.

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foundations·intermediate·8 min

Why Your Third Month Is the Hardest Maintenance Cliff

The maintenance cliff hits most vibe coded projects around month three. Learn why the curve is so consistent, plus the early signals and habits that flatten it.

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Related tags

Architecture5Productivity4Maintenance3Code Quality3Long Term3Production Readiness2Foundations2Debugging2Estimation1Exhaustion1Solo Builders1Decisions1

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