Beyond Autocomplete: Reframing Test Debt as an AI-Driven Strategic Asset

While AI significantly lowers the barrier to generating test coverage, its true value lies in transforming stagnant backlogs into reliable delivery assets through managed repayment programs. Engineering teams must prioritize architectural integrity and human judgment to ensure AI-generated suites provide high-quality signals rather than becoming unwieldy maintenance burdens.