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How I Use AI to ShipFaster Without Losing Code Quality

@ntlam

Everyone's using AI to write code now. Few are using it well.

Treat it like a fast junior, not an oracle

AI is fastest at scaffolding — boilerplate, tests, repetitive refactors. It gets shakier the moment real judgment is required.

Speed without review is just technical debt with better marketing.

The review habit that saves me

I read every generated diff line by line before it touches main. That single habit is what keeps velocity from turning into rework.