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Why Most AI-Generated Codebases Accumulate Invisible Technical Debt Faster Than Expected

DEV Community·Dimitris Kyrkos·22 days ago
#rcwnPL2u
#ai#webdev#debt#code#different#codebase
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The speed trap AI helps you move fast. That's the selling point, and it's real. But speed has a side effect that nobody talks about enough: you accumulate decisions faster than you evaluate them. Over time, those decisions turn into technical debt. Not the obvious kind. Invisible debt. What makes this debt different Traditional technical debt is relatively easy to spot. Messy code, outdated patterns, obvious duplication. You look at it and you know something needs to be cleaned up. AI-generated debt looks completely different. The code often appears clean, well structured, and functional. Nothing looks broken. Your linter is happy. Your tests pass. The PR looks fine. But the issues are hiding in places you're not checking: Inconsistent patterns across the codebase Unclear ownership of logic Subtle duplication of concepts rather than code Mismatched abstractions that each work individually but don't fit together The system works. But it doesn't cohere.…

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