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Vibe Coding & Quality

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

17 articles

ship·intermediate·6 min

Automated Code Quality Gates in CI CD Tutorial

Automated code quality gates in CI CD tutorial. Four types and what makes quality gates sustainable for vibe coded production projects.

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ship·intermediate·6 min

Dead Code Detection Finding What AI Left Behind

Dead code detection finding what AI left behind tutorial. Four patterns and what makes dead code cleanup sustainable for vibe coded projects.

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ship·intermediate·6 min

Git Hooks for Code Quality Lint Test Format on Commit

Git hooks for code quality lint test format on commit tutorial. Four hook types and what makes Git hooks sustainable for vibe coded projects.

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pulse·intermediate·8 min

AI Code Quality Metrics Defect Rates and What They Mean

Analysis of AI code quality metrics 2026. Four key metric categories with data and what they reveal about defect rates and security.

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ship·intermediate·8 min

AI Generated Tests When They Help and When They Lie 2026

AI generated tests when they help when they lie 2026. Four reliability patterns and what makes AI tests genuinely useful versus misleading.

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ship·intermediate·7 min

Code Organization Patterns AI Doesn't Follow Without Help

Code organization patterns AI doesn't follow. Four patterns AI skips by default and how to enforce them across vibe coded projects.

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tools·intermediate·8 min

Design Review Checklist for AI Generated UI in 2026

Design review checklist for AI generated UI. 12 points to catch common drift, a 10-minute per-PR workflow, and the tooling that automates half the checks.

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ship·intermediate·8 min

How Much Testing Is Enough A Practical Framework 2026

How much testing is enough 2026. Four testing investment criteria and the practical framework for AI built app testing decisions.

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tools·intermediate·8 min

Maintaining Design Quality When AI Writes the Code in 2026

Maintaining design quality when AI writes the code in 2026. Four review touchpoints, the right tooling, and how designers stay in control of fast teams.

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ship·intermediate·7 min

Pull Requests Reviewing AI Generated Code Effectively

Pull requests reviewing AI generated code effectively. Four review focus areas and what differs from human code review for AI assisted projects.

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ship·intermediate·8 min

Testing Edge Cases AI Always Misses Checklist 2026

Testing edge cases AI always misses 2026. Four edge case categories and checklist for testing what AI overlooks in code generation.

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ship·intermediate·8 min

The Testing Pyramid for AI Built Apps Updated 2026

Testing pyramid for AI built apps 2026. Four pyramid layers and what changes when AI generates code instead of humans for testing strategy.

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ship·intermediate·8 min

TypeScript Strict Mode Catching Bugs Before They Happen

TypeScript strict mode for vibe coded apps. Four flags that catch AI bugs before runtime and how to migrate existing JavaScript code.

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ship·intermediate·8 min

Performance Budgets for Vibe Coded Apps That Stay Fast

Performance budgets keep vibe-coded apps fast as they grow. Learn the four limits that matter, how to enforce them in CI, and what to cut when you exceed them.

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ship·beginner·10 min

Testing for Vibe Coders and Why It Matters More Than You Think

Why testing matters for vibe coders and where to start. Learn manual testing, smoke tests, and when to add automated tests to your AI-built application.

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ship·intermediate·12 min

Unit Testing AI-Generated Code Without Rewriting Everything

Unit test AI-generated code effectively. Learn what to test, what AI misses, how to use Vitest and Jest, and patterns for testing code you didn't write yourself.

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foundations·intermediate·10 min

The Compulsive Accept Trap and How to Break Free From It

The compulsive accept trap is when you stop reviewing AI code and just hit accept. Learn why it happens, why 41% of AI code gets reverted, and how to resist.

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