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Practical engineering tips, design theory and performance breakdowns — written for developers and founders who like their advice tested in production.

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Your AI-Built MVP Works. That Is the Problem.

Your AI-Built MVP Works. That Is the Problem.

84% of developers now use AI coding tools and only 29% trust the output. Duplication is up, refactoring has collapsed, and roughly 45% of AI-generated code ships with a security flaw. Here is how to audit an AI-built codebase before it becomes a rewrite.

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