BUILD TOWARD INDEPENDENCE
Reduce AI Dependence as the Project Matures
AI involvement should change over time.
Early — AI helps heavily with
ArchitectureScaffoldingPrototypingExperiments
Middle — AI helps with
New featuresRefactoringDebuggingTooling
Mature — routine work should increasingly become, without requiring AI
Editing dataChanging configurationAdding contentPublishingSmall visual adjustments
THE LONG-TERM TEST
If your AI coding tools disappeared tomorrow, could you still keep this project alive?
You should still be able to
- understand it
- edit routine content
- change common settings
- deploy it
- restore an earlier state
- hand it to someone else
Takeaway
AI should remain useful for deep logic, structural changes and difficult problems — not as a permanent interface for ordinary maintenance.