AI-Assisted Refactoring in Production Systems
AI does not replace architecture. It makes architecture cheaper to execute.
01
Clear Target or Extra Volume
If the target structure is vague, the model produces volume. If the target structure is clear, the model removes mechanical effort.
That distinction is the difference between timeline compression and uncontrolled churn.
02
A Workable Pattern
The pattern is straightforward: define the new boundary first, split the change into bounded slices, use AI for repetitive transformation work, and validate each slice before moving on.
That is how refactoring timelines move from months to weeks without turning into a rewrite.