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AI Ships Your Code in Minutes. Your Team Pays for It for Months. Here's Why.

AI Writes Code Fast. That's Exactly the Problem. Speed is not the enemy. Unmaintainable...

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AI Ships Your Code in Minutes. Your Team Pays for It for Months. Here's Why.

AI assistants ship working endpoints in minutes but default to tightly-coupled code that becomes unmaintainable within months. Adopting layered architecture—separating controllers, services, and repositories—enables sustainable velocity: faster refactoring, independent testing, easier onboarding, and safer AI-assisted development.

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