8.8Key Takeaway

Quality gates transform AI test generation from a risky shortcut into a reliable engineering practice. The five gates (pass, assertions, coverage, flakiness, mutation) provide layered defense against the predictable failure modes of AI-generated tests. Automate them in CI so quality enforcement is consistent and does not depend on individual reviewer diligence.