Production bugs from legacy systems remain a persistent challenge that generative AI has not resolved. The author recounts spending six hours finding a two-line fix in a complex integration system with outdated architecture, illustrating that GenAI hasn’t eased the core debugging difficulties teams face with unmaintainable codebases.