Six months ago, every AI-assisted coding session started the same way: I'd type a prompt, get a result, tweak the prompt, try again. It worked, until I noticed I kept solving the same meta-problems: reminding the AI of my conventions, re-explaining how I want code reviewed, re-describing my verification steps. The fix wasn't better prompts. It was replacing prompts with a reproducible system.

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