How do you stop AI tools from turning your codebase into spaghetti?

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I love using AI to speed up boilerplate and early prototypes, but after a few iterations, the code always feels untidy and hard to manage.

It feels like every time I ask AI to fix a small bug, it rewrites parts of the logic in a completely different style, making the whole file messy.

For those using AI tools in production daily: what is your personal rule or workflow to prevent AI from creating a mess in your codebase?

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I’d probably keep a small human review step for production code AI can get messy fast