Creative Engineer Spin

Technical debt doesn't just slow engineering—it caps how many users your product can actually serve.

Understand when to refactor, rebuild, or reengineer your codebase before a crisis forces the choice.

Human judgment on AI code review must stay explicit, or risk quietly drifts into production.

AI can compress legacy code mapping from weeks to days, but humans must verify its conclusions.