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If AI coding is lowering your code quality, you're not managing quality right

If AI coding is lowering your code quality, you’re not managing quality right

i-kh.net

September 20, 2026

6 min read

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45/100

Summary

One common take on the coding agents that I see goes something like this: “Sure, AI helps you output more code, but won’t the quality suffer?” It certainly will if you just blindly merge the PRs and send them off to prod. But if you take a thoughtful, layered approach to managing quality, I find that it’s possible to not just keep the number of bugs stable but actually reduce it—while still increa...

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