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Best AI Utility
العودة إلى المدونة
20 أكتوبر 2026
5 دقائق قراءة
Opinion

I Use AI as a Rubber Duck, Not a Co-Pilot, and My Code Got Better

Explaining the bug to it fixes half of them before it says a word.

I stopped asking the model to fix my code and started explaining the bug to it out loud, in the chat.

Formulating the question forced me to state what I assumed, and the assumption was usually the bug.

When it does answer, I treat it like a colleague's guess, not gospel. Some guesses are wrong on purpose-adjacent logic.

The speed win isn't the patch. It's that I debug faster because I have to be precise to get a useful reply.

A rubber duck doesn't write your code. Neither should this one, most of the time.

Put one of these tools on the leaderboard

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