We shipped faster. The debt did too.

Short summary

AI code generation accelerates development but outpaces human comprehension, creating invisible technical debt that accumulates silently. The author describes a 6-month-old module written with AI assistance that technically works but is now dense and unmaintainable because they never held the implementation context. Traditional cleanup schedules fail when debt scope exceeds sprint capacity, requiring new processes to identify and manage AI-era technical debt.

• •Generation pace vastly exceeds review depth when using AI agents—ownership and comprehension never develop, creating hidden maintenance burden
• •Six-month-old code arrives as inherited rather than authored; no amount of code quality inspection can restore the context needed to maintain it
• •Cleanup strategies designed for linear debt accumulation break when scope grows exponentially; new tools and visibility practices are needed

Generated with AI, which can make mistakes.