When AI Makes Technical Debt Worse (And How to Prevent It)

There's something counterintuitive about AI coding tools and technical debt. The promise is that they speed things up. And they do! But speed without direction is how debt compounds, not how it gets paid down.
Without guardrails, AI assistants learn context from the code around them. Which means they inherit the debt too. A deprecated API that appears in enough files gets used again. An inconsistent pattern gets replicated with confidence, at the speed of autocomplete. It doesn't introduce new debt out of nowhere. It faithfully copies and amplifies the old debt, everywhere, consistently.





