Data Bricklaying Diary

Oct 20, 2026 · Backend Development

Before AI Refactors Legacy Code: Lock Down These Behaviors First

The article outlines a safe approach for AI-assisted legacy refactoring: define behavioral baselines with stakeholders, capture repeatable test samples covering normal and edge cases, compare old and new outputs in isolation, refactor incrementally with continuous regression, and verify rollback compatibility for data and interfaces.